JP6872581B2 - 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 - Google Patents

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 Download PDF

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JP6872581B2
JP6872581B2 JP2019100649A JP2019100649A JP6872581B2 JP 6872581 B2 JP6872581 B2 JP 6872581B2 JP 2019100649 A JP2019100649 A JP 2019100649A JP 2019100649 A JP2019100649 A JP 2019100649A JP 6872581 B2 JP6872581 B2 JP 6872581B2
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diagnostic
model
endoscopic image
prediction
image
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JP2020089712A5 (https=
JP2020089712A (ja
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貴雄 牧野
貴雄 牧野
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Hoya Corp
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Hoya Corp
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Priority to CN201980043891.XA priority Critical patent/CN112399816B/zh
Priority to DE112019006011.2T priority patent/DE112019006011T5/de
Priority to PCT/JP2019/044578 priority patent/WO2020116115A1/ja
Priority to US17/252,942 priority patent/US20210407077A1/en
Priority to CN202410051899.3A priority patent/CN117814732A/zh
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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
    • G06N3/04—Architecture, e.g. interconnection topology
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    • G—PHYSICS
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    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • 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
    • G06N3/084—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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  • General Engineering & Computer Science (AREA)
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  • Signal Processing (AREA)
  • Optics & Photonics (AREA)
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  • Computer Vision & Pattern Recognition (AREA)
  • Endoscopes (AREA)
  • Image Analysis (AREA)
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JP2019100649A 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 Active JP6872581B2 (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
DE112019006011.2T DE112019006011T5 (de) 2018-12-04 2019-11-13 Informationsverarbeitungsvorrichtung und modellerzeugungsverfahren
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
US17/252,942 US20210407077A1 (en) 2018-12-04 2019-11-13 Information processing device and model generation method
CN202410051899.3A CN117814732A (zh) 2018-12-04 2019-11-13 模型生成方法

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

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JP2019100648A Active JP7015275B2 (ja) 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
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Families Citing this family (21)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112654291B (zh) 2018-09-10 2025-04-01 京瓷株式会社 推定装置、推定系统以及记录推定程序的计算机可读取的非暂时性记录介质
JP7276513B2 (ja) 2020-01-10 2023-05-18 日本電気株式会社 内視鏡検査支援装置、内視鏡検査支援方法、及びプログラム
JP7749653B2 (ja) * 2020-07-15 2025-10-06 武田薬品工業株式会社 誤差予測を使用した画像スコアリング
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
AU2022225282A1 (en) * 2021-02-26 2023-09-14 Kyocera Corporation Assessment system, assessment system control method, and control program
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
WO2022250031A1 (ja) * 2021-05-24 2022-12-01 アナウト株式会社 情報処理装置、情報処理方法、及びコンピュータプログラム
JP7757076B2 (ja) * 2021-08-10 2025-10-21 英毅 森 プログラム、記憶媒体、システム、学習済モデルおよび判定方法
WO2023032317A1 (ja) * 2021-09-02 2023-03-09 ソニーグループ株式会社 プログラム、情報処理装置、情報処理方法
WO2023053226A1 (ja) * 2021-09-28 2023-04-06 日本電信電話株式会社 判定装置、判定方法、および、判定プログラム
CN115206512B (zh) * 2022-09-15 2022-11-15 武汉大学人民医院（湖北省人民医院） 基于物联网的医院信息管理方法及装置
JP2024073784A (ja) * 2022-11-18 2024-05-30 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
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

Family Cites Families (27)

* 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
EP1394715A1 (en) * 2002-08-02 2004-03-03 Europroteome AG An expert system for clinicial outcome prediction
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
CA2529929A1 (en) 2003-06-25 2005-01-06 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
JP5738720B2 (ja) * 2011-03-24 2015-06-24 日本メナード化粧品株式会社 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
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
JP6027065B2 (ja) * 2014-08-21 2016-11-16 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
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
JP6640865B2 (ja) * 2015-09-29 2020-02-05 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
JP6640866B2 (ja) * 2015-09-29 2020-02-05 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
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
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
WO2018159363A1 (ja) * 2017-03-01 2018-09-07 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
JP6785942B2 (ja) * 2017-03-03 2020-11-18 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
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
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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DE112019006011T5 (de) 2021-09-09
JP6877486B2 (ja) 2021-05-26
JP2020089711A (ja) 2020-06-11
JP2020089710A (ja) 2020-06-11
CN112399816A (zh) 2021-02-23
JP2021119996A (ja) 2021-08-19
CN112399816B (zh) 2024-01-05
JP7015275B2 (ja) 2022-02-02
JP7155330B2 (ja) 2022-10-18
JP2020089712A (ja) 2020-06-11

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