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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image
endoscopic image
diagnostic
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JP2020089711A5 (ja
JP2020089711A (ja
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貴雄 牧野
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Hoya Corp
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Priority to PCT/JP2019/044578 priority patent/WO2020116115A1/ja
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]
    • G—PHYSICS
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    • G06N3/00—Computing arrangements based on biological models
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    • G06N3/08—Learning methods
    • G06N3/084—Backpropagation, e.g. using gradient descent
    • 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
    • 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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  • Health & Medical Sciences (AREA)
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  • Mathematical Physics (AREA)
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  • Computing Systems (AREA)
  • Pathology (AREA)
  • Software Systems (AREA)
  • Surgery (AREA)
  • General Engineering & Computer Science (AREA)
  • Veterinary Medicine (AREA)
  • Animal Behavior & Ethology (AREA)
  • Signal Processing (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Optics & Photonics (AREA)
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  • Quality & Reliability (AREA)
  • 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
CN201980043891.XA CN112399816B (zh) 2018-12-04 2019-11-13 信息处理装置和模型生成方法
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
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
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Families Citing this family (21)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US12033318B2 (en) 2018-09-10 2024-07-09 Kyocera Corporation Estimation apparatus, estimation system, and computer-readable non-transitory medium storing estimation program
US12053160B2 (en) * 2020-01-10 2024-08-06 Nec Corporation Endoscopy support apparatus, endoscopy support method, and computer readable recording medium
US12536652B2 (en) 2020-07-15 2026-01-27 Takeda Pharmeceutical Company Limited Image scoring using error prediction
EP3975125A1 (en) * 2020-09-24 2022-03-30 Koninklijke Philips N.V. Anonymous fingerprinting of medical images
JP7440388B2 (ja) 2020-09-28 2024-02-28 株式会社日立製作所 画像診断支援装置および画像処理方法
JP7584992B2 (ja) * 2020-10-27 2024-11-18 キヤノン株式会社 情報処理システム、情報処理装置、情報処理方法及びプログラム
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
KR102505791B1 (ko) * 2021-01-11 2023-03-03 한림대학교 산학협력단 실시간 영상을 통해 획득되는 병변 판단 시스템의 제어 방법, 장치 및 프로그램
JP7413295B2 (ja) * 2021-02-05 2024-01-15 株式会社日立製作所 画像処理装置、画像処理方法及びプログラム
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WO2022200624A2 (en) * 2021-03-26 2022-09-29 Datawalk Spolka Akcyjna Systems and methods for end-to-end machine learning with automated machine learning explainable artificial intelligence
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US20240428572A1 (en) * 2021-09-02 2024-12-26 Sony Group Corporation Program, information processing apparatus, and information processing method
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KR102672710B1 (ko) * 2023-07-06 2024-06-05 주식회사 서르 내시경 영상 합성 장치 및 합성 방법
JP7504510B1 (ja) 2023-08-18 2024-06-24 株式会社 Sai 疾病リスク評価装置、疾病リスク評価システム、及び疾病リスク評価方法

Citations (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2004015608A2 (en) 2002-08-02 2004-02-19 Europroteome Ag An expert system for clinical outcome prediction
JP2012211886A (ja) 2011-03-24 2012-11-01 Nippon Menaade Keshohin Kk メラニン合成能力評価方法及び美容アドバイス方法並びにそれらを用いるメラニン合成能力評価システム及び美容アドバイスシステム
JP2016045662A (ja) 2014-08-21 2016-04-04 富士フイルム株式会社 類似画像検索装置、類似画像検索装置の作動方法、および類似画像検索プログラム
WO2016121811A1 (ja) 2015-01-29 2016-08-04 富士フイルム株式会社 画像処理装置及び画像処理方法、並びに内視鏡システム
WO2017057572A1 (ja) 2015-09-29 2017-04-06 富士フイルム株式会社 画像処理装置、内視鏡システム、及び画像処理方法
WO2017057573A1 (ja) 2015-09-29 2017-04-06 富士フイルム株式会社 画像処理装置、内視鏡システム、及び画像処理方法
WO2018020558A1 (ja) 2016-07-25 2018-02-01 オリンパス株式会社 画像処理装置、画像処理方法およびプログラム
WO2018159461A1 (ja) 2017-03-03 2018-09-07 富士フイルム株式会社 内視鏡システム、プロセッサ装置、及び、内視鏡システムの作動方法
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

Family Cites Families (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
DE3823494C2 (de) * 1988-07-11 1997-11-27 En Versorgung Schwaben Ag Verfahren und Vorrichtung zur Feuerungsdiagnose und dessen Ergebnisse verwendende Feuerungsregelung
JPH08305855A (ja) * 1995-05-01 1996-11-22 Nippon Telegr & Teleph Corp <Ntt> 画像のパターン認識方法及び装置
JPH08249300A (ja) * 1995-03-13 1996-09-27 Minolta Co Ltd ニューラルネットワーク及びその作成方法
JP2000155840A (ja) * 1998-11-18 2000-06-06 Olympus Optical Co Ltd 画像処理方法
JP2003126045A (ja) 2001-10-22 2003-05-07 Olympus Optical Co Ltd 診断支援装置
US7538761B2 (en) * 2002-12-12 2009-05-26 Olympus Corporation Information processor
JP2004188026A (ja) * 2002-12-12 2004-07-08 Olympus Corp 情報処理装置
EP1636731A2 (en) 2003-06-25 2006-03-22 Siemens Medical Solutions USA, Inc. Systems and methods for automated diagnosis and decision support for breast imaging
JP2005124755A (ja) * 2003-10-22 2005-05-19 Olympus Corp 内視鏡用画像処理装置
JP4451460B2 (ja) * 2007-03-16 2010-04-14 オリンパス株式会社 内視鏡診断支援装置
JP6027803B2 (ja) 2012-07-17 2016-11-16 Hoya株式会社 画像処理装置及び内視鏡装置
JP6420492B2 (ja) * 2015-09-28 2018-11-07 富士フイルム株式会社 画像処理装置、内視鏡システム、及び画像処理装置の作動方法
JP6580446B2 (ja) 2015-10-09 2019-09-25 サイバネットシステム株式会社 画像処理装置及び画像処理方法
JP6785941B2 (ja) * 2017-03-01 2020-11-18 富士フイルム株式会社 内視鏡システム及びその作動方法
WO2019142243A1 (ja) * 2018-01-16 2019-07-25 オリンパス株式会社 画像診断支援システムおよび画像診断支援方法

Patent Citations (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2004015608A2 (en) 2002-08-02 2004-02-19 Europroteome Ag An expert system for clinical outcome prediction
JP2012211886A (ja) 2011-03-24 2012-11-01 Nippon Menaade Keshohin Kk メラニン合成能力評価方法及び美容アドバイス方法並びにそれらを用いるメラニン合成能力評価システム及び美容アドバイスシステム
JP2016045662A (ja) 2014-08-21 2016-04-04 富士フイルム株式会社 類似画像検索装置、類似画像検索装置の作動方法、および類似画像検索プログラム
WO2016121811A1 (ja) 2015-01-29 2016-08-04 富士フイルム株式会社 画像処理装置及び画像処理方法、並びに内視鏡システム
WO2017057572A1 (ja) 2015-09-29 2017-04-06 富士フイルム株式会社 画像処理装置、内視鏡システム、及び画像処理方法
WO2017057573A1 (ja) 2015-09-29 2017-04-06 富士フイルム株式会社 画像処理装置、内視鏡システム、及び画像処理方法
WO2018020558A1 (ja) 2016-07-25 2018-02-01 オリンパス株式会社 画像処理装置、画像処理方法およびプログラム
WO2018159461A1 (ja) 2017-03-03 2018-09-07 富士フイルム株式会社 内視鏡システム、プロセッサ装置、及び、内視鏡システムの作動方法
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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