Image processing method and image processing apparatus

    公开(公告)号:US11948080B2

    公开(公告)日:2024-04-02

    申请号:US17159171

    申请日:2021-01-27

    Inventor: Shumpei Kamon

    Abstract: An object of the present invention is to provide an image processing method and an image processing apparatus that make it possible to efficiently learn images having different identities. In learning and recognition using a hierarchical network, it is known that, based on experiences, a layer near the input functions as a feature extractor for extracting a feature that is necessary for recognition, and a layer near the output performs recognition by combining extracted features. Thus, performing learning by setting a higher learning rate to a layer near the input side of the hierarchical network than a learning rate in a layer near the output side in second learning processing as in an aspect of the present invention corresponds to mainly relearning (adjusting) a feature extraction portion in data sets having different identities. Accordingly, the difference between data sets can be absorbed, and learning can be performed more efficiently than in the case of simply performing transfer learning.

    DETECTION OF OFF-LABEL USE OF A MAGNETIC RESONANCE IMAGING COIL

    公开(公告)号:US20240103105A1

    公开(公告)日:2024-03-28

    申请号:US18027213

    申请日:2021-09-15

    Abstract: Disclosed herein is a medical system comprising: —a memory storing machine executable instructions; —a computational system, wherein execution of the machine executable instructions causes the computational system to perform a mismatch check comprising: —receive posture recognition system data, wherein the posture recognition system data comprises a set of subject coordinates and a set of coil coordinates described using a current coordinate system, wherein the set of subject coordinates are descriptive of anatomical features of a subject, wherein the set of coil coordinates are descriptive of a coil location of a magnetic resonance imaging coil, wherein coil data comprising a predefined range of coil positioning coordinates referenced to the anatomical features is associated with the magnetic resonance imaging coil; —determine an allowed range of coil coordinates by mapping the predefined range of coil positioning coordinates to the current coordinate system using the set of subject coordinates and the anatomical features; and —provide a warning signal in case of a mismatch between the set of coil coordinates and the allowed range of coil coordinates.

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