MULTILAYER PERCEPTRON FOR ML IMAGE RECONSTRUCTION

    公开(公告)号:US20240153164A1

    公开(公告)日:2024-05-09

    申请号:US18501336

    申请日:2023-11-03

    IPC分类号: G06T11/00

    摘要: An apparatus for reconstructing or filtering medical image data is provided. The apparatus includes processing circuitry to receive a first medical image data and meta-parameters related to the first medical image data; apply the received meta-parameters to inputs of a first trained machine-learning (ML) network, e.g., a multilayer perceptron, to obtain, from outputs of the first trained ML network, tuning parameters of a second ML network (e.g., a convolutional neural network) different from the first ML network; apply the received first medical image data to inputs of the second ML network, as tuned by the obtained tuning parameters output from the first ML network, to obtain, from outputs of the second ML network, second medical image data; and output the second medical image data. In one embodiment, the first medical image data is magnetic-resonance k-space data and the second medical data is a magnetic-resonance image.

    MEDICAL DIAGNOSIS SUPPORT DEVICE, MEDICAL DIAGNOSIS SUPPORT METHOD, AND STORAGE MEDIUM

    公开(公告)号:US20240136064A1

    公开(公告)日:2024-04-25

    申请号:US18489171

    申请日:2023-10-17

    IPC分类号: G16H50/20 G16H50/70 G16H70/60

    CPC分类号: G16H50/20 G16H50/70 G16H70/60

    摘要: A medical diagnosis support device of an embodiment includes processing circuitry. The processing circuitry acquires first reference data based on first clinical data relating to a diagnosis result of an evaluation target and second reference data based on second clinical data relating to a comparison target diagnosis result for the evaluation target and performs an analysis process relating to the diagnosis result of the evaluation target based on the first reference data and the second reference data. The first reference data includes first data that has been referred to by a first user to obtain the diagnosis result of the evaluation target and second data that has been referred to by a diagnosis support system to obtain the diagnosis result of the evaluation target. The second reference data includes the first data that has been referred to by at least one of the first user and a second user different from the first user in order to obtain the diagnosis result of the comparison target.

    ULTRASONIC DIAGNOSTIC APPARATUS
    44.
    发明公开

    公开(公告)号:US20240122577A1

    公开(公告)日:2024-04-18

    申请号:US18394864

    申请日:2023-12-22

    IPC分类号: A61B8/08 A61B8/00

    摘要: According to one embodiment, an ultrasonic diagnostic apparatus includes an ultrasonic probe and processing circuitry. The processing circuitry causes the ultrasonic probe to perform a first scan and second scan in a same scan sequence, wherein the first scan is for calculating a first index value based on a displacement of tissue by a shear wave that propagates through a living body, the second scan for calculating a second index value indicating an attenuation of a reflected wave signal of an ultrasonic wave applied into the living body. The processing circuitry generates a first image based on the first index value, and generates a second image based on the second index value. The processing circuitry causes a display to simultaneously display the first image and the second image.

    PET APPARATUS, METHOD, AND STORAGE MEDIUM
    46.
    发明公开

    公开(公告)号:US20240115220A1

    公开(公告)日:2024-04-11

    申请号:US18482347

    申请日:2023-10-06

    发明人: Kenta MORIYASU

    IPC分类号: A61B6/03 A61B6/00

    CPC分类号: A61B6/037 A61B6/4208

    摘要: A PET apparatus according to one embodiment includes processing circuitry. The processing circuitry acquires list mode data. The processing circuitry reconstructs a PET image based on the list mode data. The processing circuitry identifies first coincidence data that is obtained by coincidence counting by a first detector and a second detector that is different from the first detector from among a plurality of pieces of coincidence data included in the list mode data. The processing circuitry estimates a time lag amount between the first detector and the second detector based on TOF information included in the first coincidence data and the PET image.

    Ultrasound automatic scanning system, ultrasound diagnostic apparatus, ultrasound scanning support apparatus

    公开(公告)号:US11931202B2

    公开(公告)日:2024-03-19

    申请号:US16559213

    申请日:2019-09-03

    IPC分类号: A61B8/00

    摘要: An ultrasound automatic scanning system according to an embodiment includes an ultrasound probe, a mechanical mechanism, and processing circuitry. The ultrasound probe transmits and receives ultrasonic wave. The mechanical mechanism holds and moves the ultrasound probe while an ultrasonic-wave transmission-reception surface of the ultrasound probe is pointed to a subject. The processing circuitry acquires a distance between a body surface of the subject and the ultrasonic-wave transmission-reception surface of the ultrasound probe based on reflected wave data collected while the ultrasound probe is moved by the mechanical mechanism. The processing circuitry generates, based on information of the distance, locus information of movement of the ultrasound probe when ultrasound scanning is executed on the subject. The mechanical mechanism executes ultrasound scanning on the subject by moving the ultrasound probe based on the locus information generated by the processing circuitry.

    Body fluid analysis device, control method for body fluid analysis device, and storage medium

    公开(公告)号:US11931194B2

    公开(公告)日:2024-03-19

    申请号:US17242813

    申请日:2021-04-28

    发明人: Gakuto Aoyama

    IPC分类号: G16H50/50

    摘要: A body fluid analysis device includes processing circuitry. The processing circuitry is configured to set one or more subregions in a region of interest in a medical image. The processing circuitry is configured to set a reference direction for each of the subregions set. The processing circuitry is configured to determine a flow direction of a body fluid for each subregion. The processing circuitry is configured to determine the state of a flow of the body fluid in the region of interest on the basis of the reference direction for each subregion set and the flow direction of the body fluid for each subregion determined.