公开(公告)号：US11288550B2

公开(公告)日：2022-03-29

申请号：US16927987

申请日：2020-07-13

Applicant: FUJIFILM Corporation

Inventor： Toshihiro Usuda

IPC: G06K9/00 ,  G06K9/62 ,  G06T7/00

Abstract: A data processing apparatus and a method, a recognition apparatus, a learning data storage apparatus, a machine learning apparatus, and a program capable of improving recognition accuracy for data of a rare case are provided. A data processing apparatus according to one aspect of the present invention includes a recognition unit that learns using a learning data set, a recognition result correction unit that corrects a recognition result of the recognition unit for data acquired through a data acquisition unit in accordance with an instruction from a user, and a machine learning unit that performs learning of the recognition unit using the data in which the recognition result is corrected. The machine learning unit performs learning of the recognition unit by setting a degree of contribution to learning from the data in which the recognition result is corrected to be higher than a degree of contribution to learning of the recognition unit from learning data included in the learning data set.

公开(公告)号：US20240296563A1

公开(公告)日：2024-09-05

申请号：US18661680

申请日：2024-05-12

Applicant: FUJIFILM Corporation

Inventor： Toshihiro Usuda

IPC: G06T7/00 ,  G06F3/14 ,  G16H30/20

CPC classification number: G06T7/0012 ,  G06F3/14 ,  G16H30/20 ,  G06T2207/10068 ,  G06T2207/30096

Abstract: The image processing apparatus processes images captured by an endoscope in time series, and includes a recognizer and a processor. The recognizer performs recognition processing on the images. The processor is configured to: acquire the images in a time-series order; cause a display unit to display the images in the time-series order; in response to an instruction for executing the recognition processing, cause the recognizer to perform the recognition processing on, as a first image, an image among the images, which is being displayed on the display unit at a time point of reception of the instruction; cause the display unit to display first information based on a processing result obtained by the recognizer; and store, in a storage unit, third information on the processing result obtained by the recognizer in association with second information for identifying the time point of reception of the instruction for executing the recognition processing.

公开(公告)号：US12062446B2

公开(公告)日：2024-08-13

申请号：US17082028

申请日：2020-10-28

Applicant: FUJIFILM Corporation

Inventor： Toshihiro Usuda

IPC: G16H50/20 ,  A61B8/08 ,  A61B8/12 ,  G06F18/21 ,  G06K9/62 ,  G06K9/78 ,  G06V10/44 ,  G06V10/764 ,  G16H30/40

CPC classification number: G16H50/20 ,  A61B8/12 ,  A61B8/5207 ,  G06F18/21 ,  G06V10/454 ,  G06V10/764 ,  G16H30/40 ,  G06V2201/03

Abstract: Provided are a learning device, a learning method, and a learned model capable of allowing an operator to ascertain what part inside a body of a subject is observed in the middle of examination by medical equipment.
In a learning device, a learning method and, a learned model, an image acquisition unit acquires a medical image of an observation target part inside the body of the subject in each of a plurality of observation steps in which an observation order of the observation target part is determined, a step prediction unit outputs a prediction step predicting an observation step corresponding to the medical image from the medical image based on a learning result in each observation step, a step comparison unit compares the prediction step with a ground truth step corresponding to the prediction step in each observation step, and a learning controller makes the step prediction unit learn a relationship between the medical image and the prediction step based on a result of comparison by the step comparison unit in each observation step such that the prediction step becomes close to the ground truth step.

公开(公告)号：US11450079B2

公开(公告)日：2022-09-20

申请号：US16808409

申请日：2020-03-04

Applicant: FUJIFILM Corporation

Inventor： Toshihiro Usuda

IPC: G06K9/20 ,  G06V10/147 ,  G06K9/62 ,  G16H30/40 ,  A61B1/00 ,  G06N20/00 ,  G06V10/22 ,  G06V10/30 ,  A61B1/06

Abstract: An object is to provide an endoscopic image learning device, an endoscopic image learning method, an endoscopic image learning program, and an endoscopic image recognition device that appropriately learn a learning model for image recognition for recognizing an endoscopic image in which a treatment tool for an endoscope appears.
The object is achieved by an endoscopic image learning device including an image generation unit and a machine learning unit. The image generation unit generates a superimposed image where a foreground image in which a treatment tool for an endoscope is extracted is superimposed on a background-endoscopic image serving as a background of the foreground image, and the machine learning unit performs the learning of a learning model for image recognition using the superimposed image.

公开(公告)号：US12300386B2

公开(公告)日：2025-05-13

申请号：US17930770

申请日：2022-09-09

Applicant: FUJIFILM Corporation

Inventor： Toshihiro Usuda

IPC: G16H50/20 ,  G06T7/00 ,  G06T7/11 ,  G06V10/774

Abstract: An information processing apparatus detects, by a first detector, a region-of-interest reflected in medical image data, performs a control of displaying, on a display, the medical image data which is a detection result indicating that the region-of-interest is not detected, receives information for specifying the medical image data evaluated that the detection result is false negative by a user, re-detects, by a second detector, the region-of-interest based on the false negative medical image data, and trains the first detector using a first medical image data set including the medical image data and a re-detection result.

公开(公告)号：US11978550B2

公开(公告)日：2024-05-07

申请号：US17885568

申请日：2022-08-11

Applicant: FUJIFILM Corporation

Inventor： Toshihiro Usuda

IPC: G06V10/147 ,  A61B1/00 ,  A61B1/06 ,  G06F18/214 ,  G06N20/00 ,  G06V10/774 ,  G16H30/40

CPC classification number: G16H30/40 ,  A61B1/00009 ,  A61B1/000094 ,  A61B1/000096 ,  A61B1/0005 ,  A61B1/0655 ,  G06F18/214 ,  G06N20/00 ,  G06V10/774 ,  A61B1/063

Abstract: An object is to provide an endoscopic image learning device, an endoscopic image learning method, an endoscopic image learning program, and an endoscopic image recognition device that appropriately learn a learning model for image recognition for recognizing an endoscopic image in which a treatment tool for an endoscope appears.
The object is achieved by an endoscopic image learning device including an image generation unit and a machine learning unit. The image generation unit generates a superimposed image where a foreground image in which a treatment tool for an endoscope is extracted is superimposed on a background-endoscopic image serving as a background of the foreground image, and the machine learning unit performs the learning of a learning model for image recognition using the superimposed image.

公开(公告)号：US11324388B2

公开(公告)日：2022-05-10

申请号：US17037601

申请日：2020-09-29

Applicant: FUJIFILM Corporation

Inventor： Toshihiro Usuda

IPC: A61B1/00 ,  G01P13/00 ,  G06K9/00 ,  A61B1/06 ,  A61B1/04

Abstract: An endoscope device, an endoscope operation method, and a program are provided. An endoscope device includes a motion pattern identification unit that identifies a single or plurality of motion patterns indicating a specific movement of a scope head of a scope unit, an operation storage unit that stores a single or plurality of pieces of operation information for instructing an operation of the endoscope device, and the single or plurality of motion patterns of the scope head in association with each other, an operation information acquisition unit that acquires the operation information corresponding to the motion pattern from the operation storage unit on the basis of the motion pattern identified by the motion pattern identification unit, and an operation execution unit that executes an operation corresponding to the operation information acquired by the operation information acquisition unit.

公开(公告)号：US12232690B2

公开(公告)日：2025-02-25

申请号：US17167046

申请日：2021-02-03

Applicant: FUJIFILM Corporation

Inventor： Toshihiro Usuda

IPC: A61B1/00 ,  A61B1/018 ,  A61B1/06 ,  G06V10/25 ,  G06V10/764

Abstract: An endoscope system includes an image obtaining unit that obtains an image obtained by image capturing of a photographic subject, a recognition unit that performs a recognition process of recognizing the photographic subject by using the image, an identification unit that identifies an operation performed on the photographic subject, a setting unit that enables or disables the recognition unit in accordance with the result of identification by the identification unit, and a notification unit that gives a notification of whether the recognition unit is enabled or disabled.

公开(公告)号：US12213641B2

公开(公告)日：2025-02-04

申请号：US17200914

申请日：2021-03-15

Applicant: FUJIFILM Corporation

Inventor： Toshihiro Usuda

IPC: A61B1/00 ,  A61B1/06 ,  G06V10/143 ,  G06V10/25 ,  G06V10/44 ,  G06V10/764

Abstract: The present invention is directed to providing an image processing apparatus and an image processing method that assist an observer of a time-series image in performing smooth observation while attracting attention of the observer. An image processing apparatus according to a first aspect of the present invention includes an image input unit that inputs a time-series image; an information acquiring unit that acquires information on a region of interest in the time-series image; a figure calculating unit that calculates a polygon or an ellipse surrounding the region of interest and having an area smaller than or equal to an area of a circumscribed rectangle, the circumscribed rectangle being a rectangle circumscribing the region of interest and formed of two sides parallel to a horizontal axis of the time-series image and other two sides parallel to a vertical axis of the time-series image; and a display control unit that causes a display apparatus to display a figure such that the figure is superimposed on the time-series image, the figure being based on the polygon or the ellipse and being disposed at sides or vertexes of the polygon or disposed on a circumference of the ellipse or at a plurality of positions on the circumference.

公开(公告)号：US11957299B2

公开(公告)日：2024-04-16

申请号：US17080847

申请日：2020-10-27

Applicant: FUJIFILM Corporation

Inventor： Toshihiro Usuda

IPC: G06F3/0482 ,  A61B1/00 ,  G06F18/23 ,  G06T7/00 ,  G06V20/69

CPC classification number: A61B1/000094 ,  A61B1/00006 ,  A61B1/0005 ,  G06F3/0482 ,  G06F18/23 ,  G06T7/0014 ,  G06V20/69 ,  G06T2200/24 ,  G06T2207/10068 ,  G06T2207/30096 ,  G06V2201/03

Abstract: An endoscope image processing apparatus includes: an image acquisition unit that acquires endoscopic images; a detection unit that detects lesion images representing lesions in the endoscopic images acquired by the image acquisition unit; a clustering unit that groups the endoscopic images on the basis of a degree of correlation between the lesion images and generates, for each lesion, a group formed of corresponding ones of the endoscopic images; a representative image selection unit that selects, for each group, a representative image from among the endoscopic images in the group; a saving unit that saves, for each group, the representative image and the endoscopic images that form the group to which the representative image belongs, in association with each other; and a display unit that displays a list of the representative images saved in the saving unit.