MEDICAL IMAGE PROCESSING APPARATUS AND ENDOSCOPE SYSTEM

    公开(公告)号:US20240386701A1

    公开(公告)日:2024-11-21

    申请号:US18664264

    申请日:2024-05-14

    Inventor: Shumpei KAMON

    Abstract: The medical image processing apparatus includes: a processor; a classifier that classifies an imaged part in a medical image; and a plurality of recognizers that recognize a region of interest in the medical image and correspond to each imaged part, in which the processor is configured to: acquire a plurality of medical images having a first medical image and a second medical image acquired at a later time point than the first medical image; acquire a classification result of the imaged part in the first medical image from the classifier; select the recognizer corresponding to the classification result of the first medical image from the plurality of recognizers; and acquire a recognition result of the region of interest in the second medical image from the selected recognizer.

    MEDICAL IMAGE PROCESSING APPARATUS, METHOD, AND PROGRAM

    公开(公告)号:US20230394780A1

    公开(公告)日:2023-12-07

    申请号:US18366635

    申请日:2023-08-07

    Inventor: Shumpei KAMON

    Abstract: In a medical image processing apparatus including a processor, the processor sequentially acquires time-series medical images and causes a display unit to sequentially display the acquired medical images. Further, the processor performs a process of acquiring, based on the acquired medical images, information related to a position of a region of interest in the medical images and classifying the region of interest into a class among a plurality of classes, and displays class information indicating the class of the classified region of interest such that the class information is superimposed at a position of the region of interest in a medical image displayed on the display unit. Further, the processor changes a relative position of the superimposed class information with respect to the region of interest, in accordance with an elapsed time from recognition of the region of interest.

    MEDICAL IMAGE PROCESSING APPARATUS AND OPERATION METHOD THEREOF

    公开(公告)号:US20230245758A1

    公开(公告)日:2023-08-03

    申请号:US18297432

    申请日:2023-04-07

    Inventor: Shumpei KAMON

    CPC classification number: G16H30/00 G06V10/25 G06V10/764

    Abstract: An input receiving unit receives a designation input of a user for a medical image displayed on a first display screen of a display. An image selection unit acquires selected images selected from a plurality of medical images based on a designated image category that is a category assigned to a designated image and a non-designated image category that is a category assigned to a non-designated image. The selected images are displayed in a list on a second display screen of the display.

    MEDICAL IMAGE LEARNING METHOD AND MEDICAL IMAGE PROCESSING DEVICE

    公开(公告)号:US20230029934A1

    公开(公告)日:2023-02-02

    申请号:US17815926

    申请日:2022-07-28

    Inventor: Shumpei KAMON

    Abstract: A trained first model is generated through first learning using a first learning image group constituted of a normal image which is a medical image having no region of interest. An input image group including at least the medical image different from the first learning image group is input to the trained first model, and abnormality detection is performed. The extracted image used for learning to prevent erroneous recognition is sorted according to a result of the abnormality detection, and second learning using a second learning image group including at least the extracted image is performed. A second model that detects the region of interest is generated through the second learning.

    MEDICAL IMAGE PROCESSING APPARATUS, MEDICAL IMAGE PROCESSING METHOD, AND PROGRAM

    公开(公告)号:US20220330825A1

    公开(公告)日:2022-10-20

    申请号:US17857419

    申请日:2022-07-05

    Inventor: Shumpei KAMON

    Abstract: Provided are a medical image processing apparatus and a medical image processing method that effectively display an observation state indication related to the comprehensiveness of observation while suppressing a decrease in the visibility of an endoscopic image. The medical image processing apparatus is a medical image processing apparatus including a processor and a memory. The processor is configured to acquire a plurality of medical images in a time-series manner, make a determination of an observation state in units of a small area of a photographic subject on the basis of the medical images, cause the memory to store a result of the determination, and upon an observation state of the photographic subject being changed, cause a monitor to display an observation state indication of the photographic subject, the observation state indication being based on the result of the determination stored in the memory.

    MEDICAL IMAGE PROCESSING APPARATUS, PROCESSOR DEVICE, ENDOSCOPE SYSTEM, MEDICAL IMAGE PROCESSING METHOD, AND PROGRAM

    公开(公告)号:US20210366110A1

    公开(公告)日:2021-11-25

    申请号:US17391644

    申请日:2021-08-02

    Abstract: A medical image processing apparatus includes a recognition unit that detects a region of interest from an acquired medical image and classifies the region of interest; a display control unit that causes emphasis display for emphasizing the region of interest and a classification for the region of interest to be displayed in a screen identical to a screen for displaying an observation target included in the medical image; and an observation image switching unit that switches whether to display consecutive images or to display a still image by using a display device. In a case where consecutive image display of an observation image is switched to still image display by the observation image switching unit, the display control unit makes a change for reducing visual recognizability of at least any of the emphasis display or the classification compared with a case of the consecutive image display of the observation image.

    IMAGE PROCESSING METHOD AND IMAGE PROCESSING APPARATUS

    公开(公告)号:US20210150277A1

    公开(公告)日:2021-05-20

    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.

    MEDICAL IMAGE PROCESSING DEVICE, PROCESSOR DEVICE, ENDOSCOPE SYSTEM, MEDICAL IMAGE PROCESSING METHOD, AND PROGRAM

    公开(公告)号:US20210082568A1

    公开(公告)日:2021-03-18

    申请号:US17008650

    申请日:2020-09-01

    Inventor: Shumpei KAMON

    Abstract: Provided is a medical image processing device, a processor device, a medical image processing method, and a computer-readable medium capable of obtaining a recognition result related to a region of interest and storing and displaying a medical image in which the recognition result matches an intention of an operator.
    The medical image processing device includes an image acquisition unit (40) that acquires a medical image (38), an acquired image storage unit (46A) that stores the acquired medical image, a recognition processing unit (42A) that performs recognition processing on the acquired medical image, a user input signal acquisition unit (50) that acquires a user input signal transmitted according to an operation of a user, and a selection unit (48) that selects a medical image from medical images for which a result of the recognition processing related to a region of interest is obtained in a case where the user input signal is acquired.

    IMAGE PROCESSING APPARATUS, ENDOSCOPE SYSTEM, AND IMAGE PROCESSING METHOD

    公开(公告)号:US20210076917A1

    公开(公告)日:2021-03-18

    申请号:US17107972

    申请日:2020-12-01

    Inventor: Shumpei KAMON

    Abstract: In an image processing apparatus according to a first aspect of the present invention, a first image is continuously acquired and displayed as a moving image by using first observation light until a still image acquisition instruction is received. When the still image acquisition instruction is received, a first image and a second image are acquired as still images by using first observation light and second observation light. After the still images have been acquired, a first image is acquired and displayed as a moving image again by using first observation light. Thus, the user is able to acquire still images by using first observation light and second observation light as necessary (for example, in response to a user instruction, or at a timing when acquisition of a still image is necessary such as when a region of interest is detected) while continuing observation with the first image, and is able to observe and classify a photographic subject.

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