WO2020111754A3 - 세미 슈퍼바이즈드 학습을 이용한 진단 시스템 제공방법 및 이를 이용하는 진단 시스템 - Google Patents

세미 슈퍼바이즈드 학습을 이용한 진단 시스템 제공방법 및 이를 이용하는 진단 시스템 Download PDF

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WO2020111754A3
WO2020111754A3 PCT/KR2019/016425 KR2019016425W WO2020111754A3 WO 2020111754 A3 WO2020111754 A3 WO 2020111754A3 KR 2019016425 W KR2019016425 W KR 2019016425W WO 2020111754 A3 WO2020111754 A3 WO 2020111754A3
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WIPO (PCT)
Prior art keywords
diagnostic system
semi
supervised learning
providing
learning
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PCT/KR2019/016425
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English (en)
French (fr)
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WO2020111754A9 (ko
WO2020111754A2 (ko
Inventor
김선우
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주식회사 딥바이오
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Priority to US17/297,463 priority Critical patent/US20210398674A1/en
Priority to JP2021524481A priority patent/JP2022510113A/ja
Priority to EP19890929.3A priority patent/EP3872818A4/en
Priority to CN201980078001.9A priority patent/CN113168907A/zh
Publication of WO2020111754A2 publication Critical patent/WO2020111754A2/ko
Publication of WO2020111754A3 publication Critical patent/WO2020111754A3/ko
Publication of WO2020111754A9 publication Critical patent/WO2020111754A9/ko

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    • 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
    • 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
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00—Measuring for diagnostic purposes; Identification of persons
    • A61B5/72—Signal processing specially adapted for physiological signals or for diagnostic purposes
    • A61B5/7235—Details of waveform analysis
    • A61B5/7264—Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems
    • A61B5/7267—Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems involving training the classification device
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G06N3/088—Non-supervised learning, e.g. competitive learning
    • 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
    • G16H40/20—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 management or administration of healthcare resources or facilities, e.g. managing hospital staff or surgery rooms
    • 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
    • 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
    • G16H50/70—ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for mining of medical data, e.g. analysing previous cases of other patients

Abstract

세미 슈퍼바이즈드 학습을 이용한 진단 시스템 제공방법 및 그 시스템이 개시된다. 상기 세미 슈퍼바이즈드 학습을 이용한 진단 시스템 제공방법은 지도학습기반의 뉴럴 네트워크를 통해 학습된 진단 시스템이 소정의 입력 데이터를 입력 받고, 상기 입력 데이터에 대한 진단 결과를 출력하는 단계, 상기 진단 시스템이 상기 진단 결과로 어노테이션된 상기 입력 데이터를 포함하는 자동 어노테이션 학습 데이터를 생성하는 단계, 및 상기 진단 시스템이 생성된 상기 자동 어노테이션 학습 데이터를 이용하여 재학습 프로세스를 수행하는 단계를 포함한다.
PCT/KR2019/016425 2018-11-30 2019-11-27 세미 슈퍼바이즈드 학습을 이용한 진단 시스템 제공방법 및 이를 이용하는 진단 시스템 WO2020111754A2 (ko)

Priority Applications (4)

Application Number Priority Date Filing Date Title
US17/297,463 US20210398674A1 (en) 2018-11-30 2019-11-27 Method for providing diagnostic system using semi-supervised learning, and diagnostic system using same
JP2021524481A JP2022510113A (ja) 2018-11-30 2019-11-27 半教師あり学習を用いた診断システム提供方法、及びそれを用いた診断システム
EP19890929.3A EP3872818A4 (en) 2018-11-30 2019-11-27 METHOD FOR PROVIDING A DIAGNOSIS SYSTEM USING SEMI-SUPERVISED LEARNING, AND A DIAGNOSIS SYSTEM USING IT
CN201980078001.9A CN113168907A (zh) 2018-11-30 2019-11-27 一种利用半监督学习的诊断系统提供方法以及利用其的诊断系统

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
KR10-2018-0153152 2018-11-30
KR1020180153152A KR102261473B1 (ko) 2018-11-30 2018-11-30 세미 슈퍼바이즈드 학습을 이용한 진단 시스템 제공방법 및 이를 이용하는 진단 시스템

Publications (3)

Publication Number Publication Date
WO2020111754A2 WO2020111754A2 (ko) 2020-06-04
WO2020111754A3 true WO2020111754A3 (ko) 2020-10-15
WO2020111754A9 WO2020111754A9 (ko) 2020-11-19

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PCT/KR2019/016425 WO2020111754A2 (ko) 2018-11-30 2019-11-27 세미 슈퍼바이즈드 학습을 이용한 진단 시스템 제공방법 및 이를 이용하는 진단 시스템

Country Status (6)

Country Link
US (1) US20210398674A1 (ko)
EP (1) EP3872818A4 (ko)
JP (1) JP2022510113A (ko)
KR (1) KR102261473B1 (ko)
CN (1) CN113168907A (ko)
WO (1) WO2020111754A2 (ko)

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US20230298753A1 (en) 2020-07-23 2023-09-21 Deep Bio Inc. Method for annotating pathogenic site of disease by means of semi- supervised learning, and diagnosis system for performing same
KR102377645B1 (ko) * 2020-09-03 2022-03-23 (주)아크릴 인공지능 비전문가를 위한 인공지능 서비스 제공 시스템 및 방법
KR102293527B1 (ko) * 2021-01-07 2021-08-26 주식회사 딥바이오 뉴럴 네트워크의 출력 해석 방법 및 이를 위한 시스템
WO2022182163A1 (ko) * 2021-02-24 2022-09-01 (주) 제이엘케이 데이터 가공 및 인공지능 모델 생성과 성능 고도화 자동 제공 방법 및 장치
WO2023080504A1 (ko) * 2021-11-08 2023-05-11 이화여자대학교 산학협력단 라이프로그를 기준으로 건강 검진 정보를 제공하는 방법 및 서비스 장치
WO2023113294A1 (ko) * 2021-12-16 2023-06-22 주식회사 씨에스리 학습 데이터 관리 장치 및 방법

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Also Published As

Publication number Publication date
EP3872818A4 (en) 2022-01-05
WO2020111754A9 (ko) 2020-11-19
CN113168907A (zh) 2021-07-23
KR102261473B1 (ko) 2021-06-07
EP3872818A2 (en) 2021-09-01
US20210398674A1 (en) 2021-12-23
JP2022510113A (ja) 2022-01-26
KR20200066083A (ko) 2020-06-09
WO2020111754A2 (ko) 2020-06-04

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