JP7015275B2 - モデルの生成方法、教師データの生成方法、および、プログラム - Google Patents

モデルの生成方法、教師データの生成方法、および、プログラム Download PDF

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JP7015275B2
JP7015275B2 JP2019100648A JP2019100648A JP7015275B2 JP 7015275 B2 JP7015275 B2 JP 7015275B2 JP 2019100648 A JP2019100648 A JP 2019100648A JP 2019100648 A JP2019100648 A JP 2019100648A JP 7015275 B2 JP7015275 B2 JP 7015275B2
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model
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image
endoscopic image
diagnostic
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JP2020089711A (ja
JP2020089711A5 (ja
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貴雄 牧野
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Hoya Corp
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Hoya Corp
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Priority to PCT/JP2019/044578 priority patent/WO2020116115A1/ja
Priority to CN201980043891.XA priority patent/CN112399816B/zh
Priority to CN202410051899.3A priority patent/CN117814732A/zh
Priority to DE112019006011.2T priority patent/DE112019006011T5/de
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    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B1/00—Instruments for performing medical examinations of the interior of cavities or tubes of the body by visual or photographical inspection, e.g. endoscopes; Illuminating arrangements therefor
    • A61B1/00002—Operational features of endoscopes
    • A61B1/00004—Operational features of endoscopes characterised by electronic signal processing
    • A61B1/00009—Operational features of endoscopes characterised by electronic signal processing of image signals during a use of endoscope
    • A61B1/000096—Operational features of endoscopes characterised by electronic signal processing of image signals during a use of endoscope using artificial intelligence
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
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    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
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    • G06N3/0464—Convolutional networks [CNN, ConvNet]
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    • G06N3/084—Backpropagation, e.g. using gradient descent
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    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0012—Biomedical image inspection
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00—ICT specially adapted for the handling or processing of medical images
    • G16H30/20—ICT specially adapted for the handling or processing of medical images for handling medical images, e.g. DICOM, HL7 or PACS
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H30/00—ICT specially adapted for the handling or processing of medical images
    • G16H30/40—ICT specially adapted for the handling or processing of medical images for processing medical images, e.g. editing
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/60—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices
    • G16H40/63—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices for local operation
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H40/00—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices
    • G16H40/60—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices
    • G16H40/67—ICT specially adapted for the management or administration of healthcare resources or facilities; ICT specially adapted for the management or operation of medical equipment or devices for the operation of medical equipment or devices for remote operation
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems
    • G—PHYSICS
    • G16—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16H—HEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/30—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for calculating health indices; for individual health risk assessment
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10068—Endoscopic image
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning

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  • Pathology (AREA)
  • Software Systems (AREA)
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  • Computational Linguistics (AREA)
  • General Business, Economics & Management (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Veterinary Medicine (AREA)
  • Databases & Information Systems (AREA)
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  • Optics & Photonics (AREA)
  • Business, Economics & Management (AREA)
  • Animal Behavior & Ethology (AREA)
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  • Computer Vision & Pattern Recognition (AREA)
  • Endoscopes (AREA)
  • Image Analysis (AREA)
  • Medical Treatment And Welfare Office Work (AREA)
JP2019100648A 2018-12-04 2019-05-29 モデルの生成方法、教師データの生成方法、および、プログラム Active JP7015275B2 (ja)

Priority Applications (5)

Application Number Priority Date Filing Date Title
US17/252,942 US20210407077A1 (en) 2018-12-04 2019-11-13 Information processing device and model generation method
PCT/JP2019/044578 WO2020116115A1 (ja) 2018-12-04 2019-11-13 情報処理装置およびモデルの生成方法
CN201980043891.XA CN112399816B (zh) 2018-12-04 2019-11-13 信息处理装置和模型生成方法
CN202410051899.3A CN117814732A (zh) 2018-12-04 2019-11-13 模型生成方法
DE112019006011.2T DE112019006011T5 (de) 2018-12-04 2019-11-13 Informationsverarbeitungsvorrichtung und modellerzeugungsverfahren

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US201862775197P 2018-12-04 2018-12-04
US62/775,197 2018-12-04

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JP2020089711A5 JP2020089711A5 (ja) 2021-01-14
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JP2019100647A Active JP6877486B2 (ja) 2018-12-04 2019-05-29 情報処理装置、内視鏡用プロセッサ、情報処理方法およびプログラム
JP2019100649A Active JP6872581B2 (ja) 2018-12-04 2019-05-29 情報処理装置、内視鏡用プロセッサ、情報処理方法およびプログラム
JP2021075220A Active JP7155330B2 (ja) 2018-12-04 2021-04-27 情報処理装置、内視鏡用プロセッサ、情報処理方法およびプログラム

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JP2019100649A Active JP6872581B2 (ja) 2018-12-04 2019-05-29 情報処理装置、内視鏡用プロセッサ、情報処理方法およびプログラム
JP2021075220A Active JP7155330B2 (ja) 2018-12-04 2021-04-27 情報処理装置、内視鏡用プロセッサ、情報処理方法およびプログラム

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KR102253398B1 (ko) * 2020-11-19 2021-05-18 주식회사 웨이센 인공지능 기반의 영상 처리 및 사용자 이벤트를 통한 사용자 인터페이스 제공 방법 및 해당 방법을 이용하는 영상 수신 장치
WO2022114357A1 (ko) * 2020-11-25 2022-06-02 주식회사 아이도트 영상 병변 진단 시스템
KR102268771B1 (ko) * 2020-11-26 2021-06-24 주식회사 웨이센 인공지능 기반의 영상 처리를 통한 사용자 인터페이스 제공 방법 및 해당 방법을 이용하는 영상 수신 장치
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WO2019087971A1 (ja) 2017-10-30 2019-05-09 富士フイルム株式会社 医療画像処理装置、及び、内視鏡装置
WO2019087790A1 (ja) 2017-10-31 2019-05-09 富士フイルム株式会社 検査支援装置、内視鏡装置、検査支援方法、及び検査支援プログラム
WO2019123986A1 (ja) 2017-12-22 2019-06-27 富士フイルム株式会社 医療画像処理装置及び方法、内視鏡システム、プロセッサ装置、診断支援装置並びにプログラム
WO2019230302A1 (ja) 2018-05-28 2019-12-05 富士フイルム株式会社 学習データ収集装置、学習データ収集方法及びプログラム、学習システム、学習済みモデル、並びに内視鏡画像処理装置

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