JP2021530303A - 深層学習による超音波イメージング、並びに関連デバイス、システム、及び方法 - Google Patents

深層学習による超音波イメージング、並びに関連デバイス、システム、及び方法 Download PDF

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JP2021530303A
JP2021530303A JP2021502524A JP2021502524A JP2021530303A JP 2021530303 A JP2021530303 A JP 2021530303A JP 2021502524 A JP2021502524 A JP 2021502524A JP 2021502524 A JP2021502524 A JP 2021502524A JP 2021530303 A JP2021530303 A JP 2021530303A
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ultrasonic
image
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channel data
ultrasound
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JP2021530303A5 (enExample
Inventor
スンス キム
ジュン ソブ シン
フランソワ ガイ ジェラルド マリエ ヴィニョン
ジャン‐ルック フランソワ‐マリエト ロベルト
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Koninklijke Philips NV
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    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S15/00—Systems using the reflection or reradiation of acoustic waves, e.g. sonar systems
    • G01S15/88—Sonar systems specially adapted for specific applications
    • G01S15/89—Sonar systems specially adapted for specific applications for mapping or imaging
    • G01S15/8906—Short-range imaging systems; Acoustic microscope systems using pulse-echo techniques
    • G01S15/8909—Short-range imaging systems; Acoustic microscope systems using pulse-echo techniques using a static transducer configuration
    • G01S15/8915—Short-range imaging systems; Acoustic microscope systems using pulse-echo techniques using a static transducer configuration using a transducer array
    • 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
    • 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
    • A61B8/52—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/5207—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of raw data to produce diagnostic data, e.g. for generating an image
    • 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
    • A61B8/5238—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of medical diagnostic data for combining image data of patient, e.g. merging several images from different acquisition modes into one image
    • A61B8/5246—Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of medical diagnostic data for combining image data of patient, e.g. merging several images from different acquisition modes into one image combining images from the same or different imaging techniques, e.g. color Doppler and B-mode
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/58—Testing, adjusting or calibrating the diagnostic device
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S7/00—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
    • G01S7/52—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S15/00
    • G01S7/52017—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S15/00 particularly adapted to short-range imaging
    • G01S7/52023—Details of receivers
    • G01S7/52025—Details of receivers for pulse systems
    • G01S7/52026—Extracting wanted echo signals
    • G01S7/52028—Extracting wanted echo signals using digital techniques
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/02—Knowledge representation; Symbolic representation
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/06—Measuring blood flow
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/12—Diagnosis using ultrasonic, sonic or infrasonic waves in body cavities or body tracts, e.g. by using catheters
    • 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
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/48—Diagnostic techniques
    • A61B8/485—Diagnostic techniques involving measuring strain or elastic properties
    • A—HUMAN NECESSITIES
    • A61—MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61B—DIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00—Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/48—Diagnostic techniques
    • A61B8/488—Diagnostic techniques involving Doppler signals
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S15/00—Systems using the reflection or reradiation of acoustic waves, e.g. sonar systems
    • G01S15/88—Sonar systems specially adapted for specific applications
    • G01S15/89—Sonar systems specially adapted for specific applications for mapping or imaging
    • G01S15/8906—Short-range imaging systems; Acoustic microscope systems using pulse-echo techniques
    • G01S15/8979—Combined Doppler and pulse-echo imaging systems
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S7/00—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
    • G01S7/52—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S15/00
    • G01S7/52017—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S15/00 particularly adapted to short-range imaging
    • G01S7/52023—Details of receivers
    • G01S7/52036—Details of receivers using analysis of echo signal for target characterisation
    • G01S7/52042—Details of receivers using analysis of echo signal for target characterisation determining elastic properties of the propagation medium or of the reflective target
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01S—RADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S7/00—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00
    • G01S7/52—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S15/00
    • G01S7/52017—Details of systems according to groups G01S13/00, G01S15/00, G01S17/00 of systems according to group G01S15/00 particularly adapted to short-range imaging
    • G01S7/52023—Details of receivers
    • G01S7/52044—Scan converters

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  • Health & Medical Sciences (AREA)
  • Engineering & Computer Science (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Physics & Mathematics (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Radiology & Medical Imaging (AREA)
  • General Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Public Health (AREA)
  • Molecular Biology (AREA)
  • Biophysics (AREA)
  • Biomedical Technology (AREA)
  • Pathology (AREA)
  • Veterinary Medicine (AREA)
  • Animal Behavior & Ethology (AREA)
  • Surgery (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Remote Sensing (AREA)
  • Radar, Positioning & Navigation (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Acoustics & Sound (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Artificial Intelligence (AREA)
  • Software Systems (AREA)
  • Mathematical Physics (AREA)
  • General Engineering & Computer Science (AREA)
  • Computing Systems (AREA)
  • Evolutionary Computation (AREA)
  • Data Mining & Analysis (AREA)
  • Computational Linguistics (AREA)
  • Primary Health Care (AREA)
  • Epidemiology (AREA)
  • Ultra Sonic Daignosis Equipment (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
JP2021502524A 2018-07-20 2019-07-19 深層学習による超音波イメージング、並びに関連デバイス、システム、及び方法 Pending JP2021530303A (ja)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201862700960P 2018-07-20 2018-07-20
US62/700,960 2018-07-20
US201862730623P 2018-09-13 2018-09-13
US62/730,623 2018-09-13
PCT/EP2019/069602 WO2020016449A1 (en) 2018-07-20 2019-07-19 Ultrasound imaging by deep learning and associated devices, systems, and methods

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JP2021530303A true JP2021530303A (ja) 2021-11-11
JP2021530303A5 JP2021530303A5 (enExample) 2022-07-26

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US (1) US12518868B2 (enExample)
EP (1) EP3824313A1 (enExample)
JP (1) JP2021530303A (enExample)
CN (1) CN112470028A (enExample)
WO (1) WO2020016449A1 (enExample)

Families Citing this family (10)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US12226262B2 (en) * 2019-01-17 2025-02-18 Canon Medical Systems Corporation Processing apparatus for transforming ultrasound data acquired through a first number of transmissions into data acquired through a higher number of transmissions
CN114026654B (zh) * 2019-06-12 2025-05-23 卡耐基梅隆大学 用于标记超声数据的系统和方法
US12092735B2 (en) * 2019-10-16 2024-09-17 Koninklijke Philips N.V. Method and apparatus for deep learning-based ultrasound beamforming
CN110874828B (zh) * 2020-01-20 2020-04-21 上海尽星生物科技有限责任公司 神经网络模型及基于神经网络模型的超声波束形成方法
CN115243620A (zh) 2020-03-05 2022-10-25 皇家飞利浦有限公司 超声成像引导及相关联的设备、系统和方法
CN114814800B (zh) 2021-01-19 2025-05-27 腾讯科技（深圳）有限公司 基于超声回波的对象识别方法、装置及存储介质
CN113499096B (zh) * 2021-06-21 2022-10-25 西安交通大学 一种超声跨尺度和多参量检测的成像平台及方法
KR20240028511A (ko) 2021-07-02 2024-03-05 엠쿠우에스 아베 초음파 시스템 및 방법
US11657504B1 (en) 2022-06-28 2023-05-23 King Abdulaziz University System and method for computationally efficient artificial intelligence based point-of-care ultrasound imaging healthcare support
CN118000786B (zh) * 2024-04-10 2024-07-19 之江实验室 一种基于解剖学先验的超声层析成像方法和系统

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2018127498A1 (en) * 2017-01-05 2018-07-12 Koninklijke Philips N.V. Ultrasound imaging system with a neural network for image formation and tissue characterization

Family Cites Families (13)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JP3642591B2 (ja) * 1994-11-29 2005-04-27 株式会社日立メディコ 画像処理装置
US9918701B2 (en) * 2014-09-03 2018-03-20 Contextvision Ab Methods and systems for automatic control of subjective image quality in imaging of objects
US20160174937A1 (en) * 2014-12-23 2016-06-23 General Electric Company Wireless ultrasound probe
EP3328284A1 (en) 2015-07-27 2018-06-06 Eidgenössische Technische Hochschule Zürich Ethz Method and apparatus for generating an ultrasound scatterer representation
KR20190021344A (ko) * 2016-06-20 2019-03-05 버터플라이 네트워크, 인크. 초음파 디바이스를 작동하는 사용자를 보조하기 위한 자동화된 영상 취득
WO2017223560A1 (en) 2016-06-24 2017-12-28 Rensselaer Polytechnic Institute Tomographic image reconstruction via machine learning
US12383236B2 (en) * 2016-10-19 2025-08-12 Koninklijke Philips N.V. Ultrasound system with deep learning network providing real time image identification
US10779800B2 (en) * 2016-12-01 2020-09-22 B-K Medical Aps Ultrasound imaging transducer electrical noise compensation
US11832969B2 (en) * 2016-12-22 2023-12-05 The Johns Hopkins University Machine learning approach to beamforming
WO2018130370A1 (en) * 2017-01-11 2018-07-19 Contextvision Ab Methods and systems for automatic control of subjective image quality in imaging of objects
CA3062330A1 (en) * 2017-05-11 2018-11-15 Verathon Inc. Probability map-based ultrasound scanning
US10565707B2 (en) * 2017-11-02 2020-02-18 Siemens Healthcare Gmbh 3D anisotropic hybrid network: transferring convolutional features from 2D images to 3D anisotropic volumes
US11382601B2 (en) * 2018-03-01 2022-07-12 Fujifilm Sonosite, Inc. Method and apparatus for annotating ultrasound examinations

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2018127498A1 (en) * 2017-01-05 2018-07-12 Koninklijke Philips N.V. Ultrasound imaging system with a neural network for image formation and tissue characterization

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US20210265042A1 (en) 2021-08-26
US12518868B2 (en) 2026-01-06
CN112470028A (zh) 2021-03-09
WO2020016449A1 (en) 2020-01-23
EP3824313A1 (en) 2021-05-26

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