LEARNING MODEL GENERATION METHOD, IMAGE PROCESSING APPARATUS, PROGRAM, AND TRAINING DATA GENERATION METHOD

    公开(公告)号:US20230133103A1

    公开(公告)日:2023-05-04

    申请号:US17974893

    申请日:2022-10-27

    IPC分类号: G06V10/774 G06V10/25 G06T7/00

    摘要: A learning model generation method includes: acquiring training data from a training database that records a plurality of sets of a tomographic image acquired using a tomographic image acquisition probe, and correct answer classification data in which each of pixels included in the tomographic image is classified into a plurality of regions including a living tissue region and a non-living tissue region, in association with each other; acquiring thin-walled part data relating to a thin-walled part thinner than a predetermined threshold value, for a predetermined region in the correct answer classification data; and performing a parameter adjustment process for a learning model that outputs output classification data in which each of the pixels included in the tomographic image is classified into the plurality of regions, based on the training data and the thin-walled part data.

    ULTRASOUND CATHETER
    9.
    发明公开
    ULTRASOUND CATHETER 审中-公开

    公开(公告)号:US20230270418A1

    公开(公告)日:2023-08-31

    申请号:US18174877

    申请日:2023-02-27

    IPC分类号: A61B8/08 A61B8/12 A61B8/00

    摘要: An ultrasound catheter capable of reducing noise in an ultrasound image by limiting reflection of ultrasound oscillated from a distal end side surface of a transducer. The ultrasound catheter includes: an elongated sheath; an ultrasound transducer; a shaft that supports the ultrasound transducer; and a cap that seals an opening portion of the sheath and has an X-ray opaque property. The cap includes an extension portion including a proximal portion facing the ultrasound transducer and an outer circumferential surface facing an inner circumferential surface of the sheath. The proximal portion includes an ultrasound scattering surface that scatters ultrasound from the ultrasound transducer. The outer circumferential surface includes a contact portion that is in contact with the inner circumferential surface of the sheath in a liquid-tight manner. The ultrasound scattering surface intersects with a virtual plane obtained by enlarging the ultrasound oscillation surface in an in-plane direction.