KR102414601B9 - 기계학습 기반 고관절 골절 진단을 위한 골밀도 도출 방법 및 이를 이용한 골밀도 도출 프로그램 - Google Patents

기계학습 기반 고관절 골절 진단을 위한 골밀도 도출 방법 및 이를 이용한 골밀도 도출 프로그램

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Publication number
KR102414601B9
KR102414601B9 KR1020210134765A KR20210134765A KR102414601B9 KR 102414601 B9 KR102414601 B9 KR 102414601B9 KR 1020210134765 A KR1020210134765 A KR 1020210134765A KR 20210134765 A KR20210134765 A KR 20210134765A KR 102414601 B9 KR102414601 B9 KR 102414601B9
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KR
South Korea
Prior art keywords
bone
machine learning
same
measurement program
diagnosis based
Prior art date
Application number
KR1020210134765A
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English (en)
Other versions
KR102414601B1 (ko
Inventor
김희연
채동식
Original Assignee
에이아이다이콤 (주)
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Application filed by 에이아이다이콤 (주) filed Critical 에이아이다이콤 (주)
Priority to KR1020210134765A priority Critical patent/KR102414601B1/ko
Application granted granted Critical
Publication of KR102414601B1 publication Critical patent/KR102414601B1/ko
Priority to PCT/KR2022/014999 priority patent/WO2023063646A1/ko
Publication of KR102414601B9 publication Critical patent/KR102414601B9/ko

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Classifications

    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B6/00—Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G06N20/20—Ensemble learning
    • 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
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/11—Region-based segmentation
    • 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

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  • Engineering & Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Public Health (AREA)
  • General Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Data Mining & Analysis (AREA)
  • Software Systems (AREA)
  • Radiology & Medical Imaging (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Pathology (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • Primary Health Care (AREA)
  • Artificial Intelligence (AREA)
  • Mathematical Physics (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Evolutionary Computation (AREA)
  • Epidemiology (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Veterinary Medicine (AREA)
  • High Energy & Nuclear Physics (AREA)
  • Surgery (AREA)
  • Optics & Photonics (AREA)
  • Animal Behavior & Ethology (AREA)
  • Databases & Information Systems (AREA)
  • Computational Linguistics (AREA)
  • Image Analysis (AREA)
  • Physiology (AREA)
  • Orthopedic Medicine & Surgery (AREA)
  • Dentistry (AREA)
  • Oral & Maxillofacial Surgery (AREA)
  • Quality & Reliability (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
KR1020210134765A 2021-10-12 2021-10-12 기계학습 기반 고관절 골절 진단을 위한 골밀도 도출 방법 및 이를 이용한 골밀도 도출 프로그램 KR102414601B1 (ko)

Priority Applications (2)

Application Number Priority Date Filing Date Title
KR1020210134765A KR102414601B1 (ko) 2021-10-12 2021-10-12 기계학습 기반 고관절 골절 진단을 위한 골밀도 도출 방법 및 이를 이용한 골밀도 도출 프로그램
PCT/KR2022/014999 WO2023063646A1 (ko) 2021-10-12 2022-10-05 기계학습 기반 고관절 골절 진단을 위한 골밀도 도출 방법 및 이를 이용한 골밀도 도출 프로그램

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
KR1020210134765A KR102414601B1 (ko) 2021-10-12 2021-10-12 기계학습 기반 고관절 골절 진단을 위한 골밀도 도출 방법 및 이를 이용한 골밀도 도출 프로그램

Publications (2)

Publication Number Publication Date
KR102414601B1 KR102414601B1 (ko) 2022-07-04
KR102414601B9 true KR102414601B9 (ko) 2022-10-21

Family

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KR1020210134765A KR102414601B1 (ko) 2021-10-12 2021-10-12 기계학습 기반 고관절 골절 진단을 위한 골밀도 도출 방법 및 이를 이용한 골밀도 도출 프로그램

Country Status (2)

Country Link
KR (1) KR102414601B1 (ko)
WO (1) WO2023063646A1 (ko)

Families Citing this family (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR102414601B1 (ko) * 2021-10-12 2022-07-04 에이아이다이콤 (주) 기계학습 기반 고관절 골절 진단을 위한 골밀도 도출 방법 및 이를 이용한 골밀도 도출 프로그램
KR20240050645A (ko) * 2022-10-12 2024-04-19 가톨릭대학교 산학협력단 X-ray 영상을 이용하여 CT 복원 영상 획득 및 골절을 진단하는 골절 진단 장치 및 골절 진단 방법
CN116458909B (zh) * 2023-04-10 2024-05-07 清华大学 使用锥形束dr设备测量三维骨密度分布的方法及装置
KR102578943B1 (ko) * 2023-04-12 2023-09-15 에이아이다이콤 (주) 엑스레이(X-ray) 촬영된 고관절 방사선 이미지를 이용한 기계학습 기반 골밀도 도출방법

Family Cites Families (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR100333680B1 (ko) * 1999-06-11 2002-04-24 오길록 골소주 패턴을 이용한 골소주 지표 설정 방법 및 그에 따른 골밀도 측정 방법
KR101179081B1 (ko) * 2011-02-11 2012-09-03 한국과학기술연구원 골밀도 측정을 이용한 환자 맞춤형 인공삽입물 설계 장치
JP7226199B2 (ja) * 2019-09-04 2023-02-21 株式会社島津製作所 画像解析方法、画像処理装置および骨密度測定装置
KR20210054925A (ko) * 2019-11-06 2021-05-14 주식회사 나노포커스레이 골밀도 산출을 위한 관심영역 추출 시스템 및 방법
KR102185760B1 (ko) * 2020-03-18 2020-12-03 가톨릭대학교 산학협력단 골다공증 진단 장치 및 골다공증 판단 방법
KR102414601B1 (ko) * 2021-10-12 2022-07-04 에이아이다이콤 (주) 기계학습 기반 고관절 골절 진단을 위한 골밀도 도출 방법 및 이를 이용한 골밀도 도출 프로그램

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Publication number Publication date
KR102414601B1 (ko) 2022-07-04
WO2023063646A1 (ko) 2023-04-20

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