WO2022173232A3 - 병변의 발생 위험성을 예측하는 방법 및 시스템 - Google Patents

병변의 발생 위험성을 예측하는 방법 및 시스템 Download PDF

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Publication number
WO2022173232A3
WO2022173232A3 PCT/KR2022/002008 KR2022002008W WO2022173232A3 WO 2022173232 A3 WO2022173232 A3 WO 2022173232A3 KR 2022002008 W KR2022002008 W KR 2022002008W WO 2022173232 A3 WO2022173232 A3 WO 2022173232A3
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WO
WIPO (PCT)
Prior art keywords
occurrence
lesion
medical image
predicting
risk
Prior art date
Application number
PCT/KR2022/002008
Other languages
English (en)
French (fr)
Other versions
WO2022173232A2 (ko
Inventor
김기환
남현섭
Original Assignee
주식회사 루닛
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by 주식회사 루닛 filed Critical 주식회사 루닛
Priority to US18/270,895 priority Critical patent/US20240071621A1/en
Priority to EP22752992.2A priority patent/EP4273881A2/en
Priority claimed from KR1020220017203A external-priority patent/KR20220115081A/ko
Publication of WO2022173232A2 publication Critical patent/WO2022173232A2/ko
Publication of WO2022173232A3 publication Critical patent/WO2022173232A3/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
    • 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; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • 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
    • G16H50/70—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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20084—Artificial neural networks [ANN]
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30068—Mammography; Breast
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30096—Tumor; Lesion

Abstract

본 개시는 적어도 하나의 프로세서에 의해 수행되는 병변의 발생 위험성을 예측하는 방법에 관한 것이다. 이 방법은, 대상체를 촬영한 의료 영상을 획득하는 단계, 기계학습 모델을 이용하여, 획득된 의료 영상으로부터 대상체에 병변이 발생할 가능성을 예측하는 단계 및 예측 결과를 출력하는 단계를 포함할 수 있다. 여기서, 기계학습 모델은, 복수의 학습 의료 영상 및 각 학습 의료 영상과 연관된 병변 발생 위험도가 학습된 모델일 수 있다.
PCT/KR2022/002008 2021-02-09 2022-02-09 병변의 발생 위험성을 예측하는 방법 및 시스템 WO2022173232A2 (ko)

Priority Applications (2)

Application Number Priority Date Filing Date Title
US18/270,895 US20240071621A1 (en) 2021-02-09 2022-02-09 Method and system for predicting risk of occurrence of lesions
EP22752992.2A EP4273881A2 (en) 2021-02-09 2022-02-09 Method and system for predicting risk of occurrence of lesion

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
KR20210018405 2021-02-09
KR10-2021-0018405 2021-02-09
KR1020220017203A KR20220115081A (ko) 2021-02-09 2022-02-09 병변의 발생 위험성을 예측하는 방법 및 시스템
KR10-2022-0017203 2022-02-09

Publications (2)

Publication Number Publication Date
WO2022173232A2 WO2022173232A2 (ko) 2022-08-18
WO2022173232A3 true WO2022173232A3 (ko) 2022-10-06

Family

ID=82838018

Family Applications (1)

Application Number Title Priority Date Filing Date
PCT/KR2022/002008 WO2022173232A2 (ko) 2021-02-09 2022-02-09 병변의 발생 위험성을 예측하는 방법 및 시스템

Country Status (2)

Country Link
US (1) US20240071621A1 (ko)
WO (1) WO2022173232A2 (ko)

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR101857624B1 (ko) * 2017-08-21 2018-05-14 동국대학교 산학협력단 임상 정보를 반영한 의료 진단 방법 및 이를 이용하는 장치
KR101898575B1 (ko) * 2018-01-18 2018-09-13 주식회사 뷰노 진행성 병변에 대한 미래 상태를 예측하는 방법 및 이를 이용한 장치
KR20190046471A (ko) * 2017-10-26 2019-05-07 삼성전자주식회사 의료 영상 처리 방법 및 그에 따른 의료 영상 처리 장치
KR20200089146A (ko) * 2019-01-16 2020-07-24 삼성전자주식회사 의료 영상 처리 장치 및 방법
KR20200131020A (ko) * 2019-05-13 2020-11-23 (주)비주얼터미놀로지 의료기계 학습 시스템

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR101857624B1 (ko) * 2017-08-21 2018-05-14 동국대학교 산학협력단 임상 정보를 반영한 의료 진단 방법 및 이를 이용하는 장치
KR20190046471A (ko) * 2017-10-26 2019-05-07 삼성전자주식회사 의료 영상 처리 방법 및 그에 따른 의료 영상 처리 장치
KR101898575B1 (ko) * 2018-01-18 2018-09-13 주식회사 뷰노 진행성 병변에 대한 미래 상태를 예측하는 방법 및 이를 이용한 장치
KR20200089146A (ko) * 2019-01-16 2020-07-24 삼성전자주식회사 의료 영상 처리 장치 및 방법
KR20200131020A (ko) * 2019-05-13 2020-11-23 (주)비주얼터미놀로지 의료기계 학습 시스템

Also Published As

Publication number Publication date
US20240071621A1 (en) 2024-02-29
WO2022173232A2 (ko) 2022-08-18

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