CN112638273B - 生物测定测量和质量评估 - Google Patents

生物测定测量和质量评估

Info

Publication number
CN112638273B
CN112638273B CN201980055524.1A CN201980055524A CN112638273B CN 112638273 B CN112638273 B CN 112638273B CN 201980055524 A CN201980055524 A CN 201980055524A CN 112638273 B CN112638273 B CN 112638273B
Authority
CN
China
Prior art keywords
ultrasound
anatomical
measurements
measurement
neural network
Prior art date
Legal status (The legal status 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 status listed.)
Active
Application number
CN201980055524.1A
Other languages
English (en)
Chinese (zh)
Other versions
CN112638273A (zh
Inventor
M·A·巴利茨基
C·斯威舍
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Koninklijke Philips NV
Original Assignee
Koninklijke Philips NV
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 Koninklijke Philips NV filed Critical Koninklijke Philips NV
Publication of CN112638273A publication Critical patent/CN112638273A/zh
Application granted granted Critical
Publication of CN112638273B publication Critical patent/CN112638273B/zh
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/08—Clinical applications
    • A61B8/0833—Clinical applications involving detecting or locating foreign bodies or organic structures
    • A61B8/085—Clinical applications involving detecting or locating foreign bodies or organic structures for locating body or organic structures, e.g. tumours, calculi, blood vessels, nodules
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/08—Clinical applications
    • A61B8/0866—Clinical applications involving foetal diagnosis; pre-natal or peri-natal diagnosis of the baby
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/13—Tomography
    • A61B8/14—Echo-tomography
    • A61B8/145—Echo-tomography characterised by scanning multiple planes
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/46—Ultrasonic, sonic or infrasonic diagnostic devices with special arrangements for interfacing with the operator or the patient
    • A61B8/461—Displaying means of special interest
    • A61B8/463—Displaying means of special interest characterised by displaying multiple images or images and diagnostic data on one display
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/46—Ultrasonic, sonic or infrasonic diagnostic devices with special arrangements for interfacing with the operator or the patient
    • A61B8/467—Ultrasonic, sonic or infrasonic diagnostic devices with special arrangements for interfacing with the operator or the patient characterised by special input means
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/52—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/5215—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of medical diagnostic data
    • A61B8/5223—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of medical diagnostic data for extracting a diagnostic or physiological parameter from medical diagnostic data
    • 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
    • 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
    • G06N3/045—Combinations of networks
    • 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
    • G06N3/045—Combinations of networks
    • G06N3/0455—Auto-encoder networks; Encoder-decoder networks
    • 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
    • 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
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/048—Activation functions
    • 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
    • G06N3/0495—Quantised networks; Sparse networks; Compressed networks
    • 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
    • G06N3/082—Learning methods modifying the architecture, e.g. adding, deleting or silencing nodes or connections
    • 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
    • G06N3/088—Non-supervised learning, e.g. competitive learning
    • 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
    • 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
    • G16H10/00—ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/20—ICT specially adapted for the handling or processing of patient-related medical or healthcare data for electronic clinical trials or questionnaires
    • 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
    • G16H15/00—ICT specially adapted for medical reports, e.g. generation or transmission thereof
    • 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
    • G16H50/30—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
    • 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
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • 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
    • G06N3/047—Probabilistic or stochastic networks

Landscapes

  • Health & Medical Sciences (AREA)
  • Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Biomedical Technology (AREA)
  • Public Health (AREA)
  • Medical Informatics (AREA)
  • Biophysics (AREA)
  • Molecular Biology (AREA)
  • Theoretical Computer Science (AREA)
  • Pathology (AREA)
  • Data Mining & Analysis (AREA)
  • Radiology & Medical Imaging (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Veterinary Medicine (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Surgery (AREA)
  • Animal Behavior & Ethology (AREA)
  • Evolutionary Computation (AREA)
  • Software Systems (AREA)
  • Mathematical Physics (AREA)
  • General Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Computational Linguistics (AREA)
  • Artificial Intelligence (AREA)
  • Epidemiology (AREA)
  • Primary Health Care (AREA)
  • Databases & Information Systems (AREA)
  • Vascular Medicine (AREA)
  • Physiology (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Gynecology & Obstetrics (AREA)
  • Pregnancy & Childbirth (AREA)
  • Ultra Sonic Daignosis Equipment (AREA)
CN201980055524.1A 2018-08-23 2019-08-13 生物测定测量和质量评估 Active CN112638273B (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201862721792P 2018-08-23 2018-08-23
US62/721,792 2018-08-23
PCT/EP2019/071740 WO2020038781A1 (en) 2018-08-23 2019-08-13 Biometric measurement and quality assessment

Publications (2)

Publication Number Publication Date
CN112638273A CN112638273A (zh) 2021-04-09
CN112638273B true CN112638273B (zh) 2025-09-30

Family

ID=67660538

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201980055524.1A Active CN112638273B (zh) 2018-08-23 2019-08-13 生物测定测量和质量评估

Country Status (5)

Country Link
US (1) US20210177374A1 (https=)
EP (1) EP3840663A1 (https=)
JP (1) JP7237147B2 (https=)
CN (1) CN112638273B (https=)
WO (1) WO2020038781A1 (https=)

Families Citing this family (15)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2018118772A1 (en) 2016-12-19 2018-06-28 Lantos Technologies, Inc. Manufacture of inflatable membranes
KR102027974B1 (ko) * 2018-08-31 2019-10-04 길재소프트 주식회사 딥 러닝 기반 가상현실 3d 태아 모델 제공 시스템 및 방법
CN113194837B (zh) * 2018-12-17 2024-10-18 皇家飞利浦有限公司 用于帧索引和图像复查的系统和方法
US12488467B2 (en) 2020-11-09 2025-12-02 Koninklijke Philips N.V. Multiple-quality assessments from single segmentation algorithm
EP4014884A1 (en) * 2020-12-17 2022-06-22 Koninklijke Philips N.V. Apparatus for use in analysing an ultrasound image of a subject
ES3037118T3 (en) * 2020-12-22 2025-09-29 Ropca Aps Robotic system for performing an ultrasound scan
US12197542B2 (en) * 2021-05-20 2025-01-14 Siemens Medical Solutions Usa, Inc. Robust view classification and measurement in ultrasound imaging
EP4137801B1 (en) * 2021-08-17 2025-09-24 Hitachi High-Tech Analytical Science Finland Oy Monitoring reliability of analysis of elemental composition of a sample
CN116671983A (zh) * 2022-02-23 2023-09-01 深圳市理邦精密仪器股份有限公司 超声数据的显示方法、超声设备及存储介质
GB202211036D0 (en) * 2022-07-28 2022-09-14 Intelligent Ultrasound Ltd Gestational age estimation method and apparatus
CN115345858A (zh) * 2022-08-17 2022-11-15 广州市康源图像智能研究院 一种超声心动图质量评价方法、系统及终端设备
CN116531026B (zh) * 2023-06-26 2025-12-30 上海鸿电医疗科技有限公司 神经标测组件、神经标测导管和神经标测系统
GB2634501A (en) * 2023-10-05 2025-04-16 Intelligent Ultrasound Ltd Fetal assessment method and apparatus
EP4563089A1 (en) * 2023-11-28 2025-06-04 Koninklijke Philips N.V. Tracking ultrasound images
GB2636227B (en) * 2023-12-07 2026-03-18 Mads Nielsen Consultings Aps An improved method of, and apparatus for, ultrasound examination to extract fetal characteristics

Family Cites Families (24)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP4268695B2 (ja) * 1997-10-31 2009-05-27 株式会社東芝 画像診断装置及び超音波診断装置
US8556814B2 (en) * 2007-10-04 2013-10-15 Siemens Medical Solutions Usa, Inc. Automated fetal measurement from three-dimensional ultrasound data
US8343053B2 (en) * 2009-07-21 2013-01-01 Siemens Medical Solutions Usa, Inc. Detection of structure in ultrasound M-mode imaging
US8876714B2 (en) * 2010-02-22 2014-11-04 Wallac Oy Systems and methods for assessing risk of chromosomal disorders
US8891881B2 (en) 2012-01-25 2014-11-18 General Electric Company System and method for identifying an optimal image frame for ultrasound imaging
GB201303917D0 (en) * 2013-03-05 2013-04-17 Ezono Ag System for image guided procedure
CN103230283B (zh) * 2013-04-16 2014-11-05 清华大学 一种超声探头成像平面空间位置标定的优化方法
US20140369583A1 (en) * 2013-06-18 2014-12-18 Konica Minolta, Inc. Ultrasound diagnostic device, ultrasound diagnostic method, and computer-readable medium having recorded program therein
US20160143622A1 (en) * 2013-06-26 2016-05-26 Koninklijke Philips N.V. System and method for mapping ultrasound shear wave elastography measurements
US20160183926A1 (en) 2013-08-26 2016-06-30 Hitachi Aloka Medical, Ltd. Diagnostic ultrasound apparatus and elasticity evaluation method
US9730643B2 (en) * 2013-10-17 2017-08-15 Siemens Healthcare Gmbh Method and system for anatomical object detection using marginal space deep neural networks
US20160000401A1 (en) * 2014-07-07 2016-01-07 General Electric Company Method and systems for adjusting an imaging protocol
WO2016015994A1 (en) 2014-07-29 2016-02-04 Koninklijke Philips N.V. Ultrasound imaging apparatus
KR20160091012A (ko) * 2015-01-23 2016-08-02 삼성메디슨 주식회사 의료 영상 장치 및 그 제어방법
JP6216736B2 (ja) 2015-04-08 2017-10-18 株式会社日立製作所 超音波診断装置、及び超音波診断方法
EP3093821B1 (en) * 2015-04-16 2019-10-09 Siemens Healthcare GmbH Method and system for anatomical object pose detection using marginal space deep neural networks
JP6608232B2 (ja) 2015-09-30 2019-11-20 キヤノンメディカルシステムズ株式会社 医用画像診断装置、医用画像処理装置および医用情報の表示制御方法
KR20190021344A (ko) 2016-06-20 2019-03-05 버터플라이 네트워크, 인크. 초음파 디바이스를 작동하는 사용자를 보조하기 위한 자동화된 영상 취득
US10905402B2 (en) 2016-07-27 2021-02-02 Canon Medical Systems Corporation Diagnostic guidance systems and methods
US20180098752A1 (en) * 2016-10-06 2018-04-12 Duke University Systems and methods for determining viscoelastic properties in soft tissue using ultrasound
US12383236B2 (en) * 2016-10-19 2025-08-12 Koninklijke Philips N.V. Ultrasound system with deep learning network providing real time image identification
FR3059541B1 (fr) * 2016-12-07 2021-05-07 Bay Labs Inc Navigation guidee d'une sonde ultrason
US11304678B2 (en) * 2017-01-10 2022-04-19 Koninklijke Philips N.V. Systems, methods, and apparatuses for confidence mapping of shear wave imaging
CN109833061B (zh) * 2017-11-24 2020-08-04 无锡祥生医疗科技股份有限公司 基于深度学习的优化超声成像系统参数的方法

Also Published As

Publication number Publication date
US20210177374A1 (en) 2021-06-17
WO2020038781A1 (en) 2020-02-27
CN112638273A (zh) 2021-04-09
JP7237147B2 (ja) 2023-03-10
EP3840663A1 (en) 2021-06-30
JP2021533920A (ja) 2021-12-09

Similar Documents

Publication Publication Date Title
CN112638273B (zh) 生物测定测量和质量评估
US12207917B2 (en) Adaptive ultrasound scanning
US11488298B2 (en) System and methods for ultrasound image quality determination
EP3776353B1 (en) Ultrasound system with artificial neural network for retrieval of imaging parameter settings for recurring patient
CN110678933B (zh) 超声临床特征检测与相关联的设备、系统和方法
EP3897394B1 (en) Systems and methods for frame indexing and image review
CN113795198B (zh) 用于控制体积速率的系统和方法
US11941806B2 (en) Methods and systems for automatic assessment of fractional limb volume and fat lean mass from fetal ultrasound scans
WO2024068347A1 (en) Method and system for performing stiffness measurements using ultrasound shear wave elastography
WO2026037653A1 (en) Fetal statistic estimation in blind sweep ultrasound scans
WO2025252507A1 (en) Multiple pregnancy/gestation detection based on graphing and skeletonization of fetal anatomy detections from ultrasound imaging blind sweep protocol
WO2026037663A1 (en) System and method of estimating gestational age using blind sweep ultrasound imaging
KR20250158608A (ko) 초음파 진단 장치 및 그 제어 방법
WO2026037652A1 (en) Rescan assistance and path planning for blind sweep ultrasound
WO2025098957A1 (en) Ultrasound sweep evaluation systems and methods

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant