KR102425141B1 - 인공지능 네트워크를 이용한 초음파 이미지 인식 시스템 및 방법 - Google Patents

인공지능 네트워크를 이용한 초음파 이미지 인식 시스템 및 방법 Download PDF

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KR102425141B1
KR102425141B1 KR1020187028493A KR20187028493A KR102425141B1 KR 102425141 B1 KR102425141 B1 KR 102425141B1 KR 1020187028493 A KR1020187028493 A KR 1020187028493A KR 20187028493 A KR20187028493 A KR 20187028493A KR 102425141 B1 KR102425141 B1 KR 102425141B1
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ultrasound
ultrasound image
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image recognition
organ
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KR20180130511A (ko
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니콜라오스 파고울라토스
라마찬드라 페일루어
케빈 굿윈
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에코너스 인코퍼레이티드
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KR1020187028493A 2016-03-09 2017-03-09 인공지능 네트워크를 이용한 초음파 이미지 인식 시스템 및 방법 Active KR102425141B1 (ko)

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Application Number Priority Date Filing Date Title
US201662305980P 2016-03-09 2016-03-09
US62/305,980 2016-03-09
US201662313601P 2016-03-25 2016-03-25
US62/313,601 2016-03-25
PCT/US2017/021668 WO2017156329A1 (en) 2016-03-09 2017-03-09 Ultrasound image recognition systems and methods utilizing an artificial intelligence network

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KR20180130511A KR20180130511A (ko) 2018-12-07
KR102425141B1 true KR102425141B1 (ko) 2022-07-26

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US (2) US10964424B2 (cg-RX-API-DMAC7.html)
EP (1) EP3426158A1 (cg-RX-API-DMAC7.html)
JP (1) JP7163195B2 (cg-RX-API-DMAC7.html)
KR (1) KR102425141B1 (cg-RX-API-DMAC7.html)
CN (2) CN109362221A (cg-RX-API-DMAC7.html)
AU (1) AU2017230722B2 (cg-RX-API-DMAC7.html)
CA (1) CA3016903A1 (cg-RX-API-DMAC7.html)
RU (1) RU2740698C2 (cg-RX-API-DMAC7.html)
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Families Citing this family (68)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10893851B2 (en) * 2015-05-07 2021-01-19 Koninklijke Philips N.V. System and method for motion compensation in medical procedures
CN109362221A (zh) 2016-03-09 2019-02-19 安科诺思公司 利用人工智能网络的超声图像识别系统和方法
US10959702B2 (en) 2016-06-20 2021-03-30 Butterfly Network, Inc. Automated image acquisition for assisting a user to operate an ultrasound device
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
US20210327303A1 (en) * 2017-01-24 2021-10-21 Tienovix, Llc System and method for augmented reality guidance for use of equipment systems
EP3574504A1 (en) * 2017-01-24 2019-12-04 Tietronix Software, Inc. System and method for three-dimensional augmented reality guidance for use of medical equipment
US20210327304A1 (en) * 2017-01-24 2021-10-21 Tienovix, Llc System and method for augmented reality guidance for use of equpment systems
US20210295048A1 (en) * 2017-01-24 2021-09-23 Tienovix, Llc System and method for augmented reality guidance for use of equipment systems
US10845477B2 (en) * 2017-05-10 2020-11-24 Google Llc Power management using a low-power radar
AU2018279877A1 (en) * 2017-06-06 2019-12-12 Avent, Inc. System and method for identifying and navigating anatomical objects using deep learning networks
EP3420913B1 (en) * 2017-06-26 2020-11-18 Samsung Medison Co., Ltd. Ultrasound imaging apparatus and control method thereof
US20190076127A1 (en) * 2017-09-12 2019-03-14 General Electric Company Method and system for automatically selecting ultrasound image loops from a continuously captured stress echocardiogram based on assigned image view types and image characteristic metrics
CN107767928A (zh) * 2017-09-15 2018-03-06 深圳市前海安测信息技术有限公司 基于人工智能的医学影像报告生成系统及方法
US10507009B2 (en) 2017-10-05 2019-12-17 EchoNous, Inc. System and method for fusing ultrasound with additional signals
WO2019086365A1 (en) 2017-11-02 2019-05-09 Koninklijke Philips N.V. Intelligent ultrasound system for detecting image artefacts
US11382601B2 (en) * 2018-03-01 2022-07-12 Fujifilm Sonosite, Inc. Method and apparatus for annotating ultrasound examinations
JP6851541B2 (ja) * 2018-03-05 2021-03-31 富士フイルム株式会社 超音波診断装置および超音波診断装置の制御方法
EP3536245A1 (en) * 2018-03-08 2019-09-11 Koninklijke Philips N.V. A system and method of identifying characteristics of ultrasound images
JP7407725B2 (ja) * 2018-03-12 2024-01-04 コーニンクレッカ フィリップス エヌ ヴェ ニューラルネットワークのための超音波撮像平面整列ガイダンス並びに関連するデバイス、システム、及び方法
EP3766007A1 (en) * 2018-03-12 2021-01-20 Koninklijke Philips N.V. Ultrasound imaging dataset acquisition for neural network training and associated devices, systems, and methods
US20190282208A1 (en) * 2018-03-14 2019-09-19 Butterfly Network, Inc. Methods and apparatuses for generating and displaying ultrasound images using an explaining model
WO2019222317A1 (en) * 2018-05-15 2019-11-21 New York University System and method for orientating capture of ultrasound images
US11497478B2 (en) * 2018-05-21 2022-11-15 Siemens Medical Solutions Usa, Inc. Tuned medical ultrasound imaging
US20190388060A1 (en) * 2018-06-22 2019-12-26 General Electric Company Imaging system and method with live examination completeness monitor
JP7099901B2 (ja) * 2018-08-06 2022-07-12 富士フイルムヘルスケア株式会社 超音波画像処理装置およびプログラム
CN113056234A (zh) 2018-10-08 2021-06-29 安科诺思公司 包括超声传感器、听诊传感器和环境噪声传感器的设备
JP7462624B2 (ja) * 2018-10-16 2024-04-05 コーニンクレッカ フィリップス エヌ ヴェ 深層学習に基づく超音波撮像ガイダンス並びに関連するデバイス、システム、及び方法
US12070354B2 (en) 2018-10-16 2024-08-27 General Electric Company Methods and system for detecting medical imaging scan planes using probe position feedback
CN109616195A (zh) * 2018-11-28 2019-04-12 武汉大学人民医院(湖北省人民医院) 基于深度学习的纵隔超声内镜图像实时辅助诊断系统及方法
KR102261869B1 (ko) 2018-12-19 2021-06-07 포인드 주식회사 메타학습된 생성적 대립 네트워크를 이용한 인공지능의 빠른 이미지 생성 방법
KR102284356B1 (ko) 2019-01-31 2021-08-02 동서대학교 산학협력단 컴퓨터 네트워크 시스템의 생성적 대립 네트워크를 이용한 데이터의 불균형 해결방법
US20200245970A1 (en) * 2019-01-31 2020-08-06 Bay Labs, Inc. Prescriptive guidance for ultrasound diagnostics
US20220000448A1 (en) * 2019-02-04 2022-01-06 Google Llc Instrumented Ultrasound Probes For Machine-Learning Generated Real-Time Sonographer Feedback
KR102266950B1 (ko) 2019-03-25 2021-06-17 동서대학교 산학협력단 데이터 불균형 해결을 위한 언더샘플링 기반 앙상블 방법
US11707255B2 (en) 2019-04-02 2023-07-25 Siemens Medical Solutions Usa, Inc. Image-based probe positioning
JP7269778B2 (ja) * 2019-04-04 2023-05-09 富士フイルムヘルスケア株式会社 超音波撮像装置、および、画像処理装置
KR102224627B1 (ko) * 2019-04-08 2021-03-09 울산대학교 산학협력단 임신 1분기 초음파 이미지 분석 방법 및 장치
US11844654B2 (en) 2019-08-19 2023-12-19 Caption Health, Inc. Mid-procedure view change for ultrasound diagnostics
CN110432928B (zh) * 2019-08-22 2021-11-26 深圳瀚维智能医疗科技有限公司 超声图像扫查方法、装置及设备
EP3788962A1 (en) * 2019-09-03 2021-03-10 Koninklijke Philips N.V. X-ray imaging system
CN114760929A (zh) * 2019-11-21 2022-07-15 皇家飞利浦有限公司 用于获得医学超声图像的系统和方法
US20210192291A1 (en) * 2019-12-20 2021-06-24 GE Precision Healthcare LLC Continuous training for ai networks in ultrasound scanners
CA3164059A1 (en) * 2019-12-30 2021-07-08 Medo Dx Pte. Ltd Apparatus and method for automated analyses of ultrasound images
CN113116377B (zh) * 2019-12-31 2023-07-28 无锡祥生医疗科技股份有限公司 超声成像导航方法、超声设备及存储介质
JP7428020B2 (ja) * 2020-03-06 2024-02-06 コニカミノルタ株式会社 超音波診断装置、超音波画像生成方法、プログラム及びモデル訓練装置
US11710229B2 (en) * 2020-03-23 2023-07-25 GE Precision Healthcare LLC Methods and systems for shear wave elastography
US20230137369A1 (en) * 2020-04-16 2023-05-04 Koninklijke Philips N.V. Aiding a user to perform a medical ultrasound examination
CN111513759B (zh) * 2020-04-26 2021-08-17 珠海格力电器股份有限公司 监测健康状态的方法、装置、电子设备和计算机可读介质
US11514326B2 (en) * 2020-06-18 2022-11-29 International Business Machines Corporation Drift regularization to counteract variation in drift coefficients for analog accelerators
US12102475B2 (en) * 2020-06-26 2024-10-01 Siemens Medical Solutions Usa, Inc. Image classification-dependent user interface in ultrasound imaging
JP7748447B2 (ja) * 2020-07-10 2025-10-02 セカンドウェーブ システムズ インコーポレイテッド 炎症の治療のために超音波刺激を用いて臓器を標的設定するためのシステム及び方法
WO2022059539A1 (ja) * 2020-09-15 2022-03-24 テルモ株式会社 コンピュータプログラム、情報処理方法及び情報処理装置
JP2023551198A (ja) * 2020-11-25 2023-12-07 ディープビュー コープ. ニューラルネットワーク訓練が搭載された目視検査用人工知能カメラ
CN112767305B (zh) * 2020-12-15 2024-03-08 首都医科大学附属北京儿童医院 先天性心脏病的超声心动图识别方法及装置
WO2022182603A1 (en) * 2021-02-23 2022-09-01 West Virginia University Board of Governors on behalf of West Virginia University Radon transform and persistent homology patient barcodes
IT202100004376A1 (it) * 2021-02-25 2022-08-25 Esaote Spa Metodo di determinazione di piani di scansione nell’acquisizione di immagini ecografiche e sistema ecografico per l’attuazione del detto metodo
US12193882B2 (en) 2021-03-22 2025-01-14 GE Precision Healthcare LLC System and methods for adaptive guidance for medical imaging
US12051195B2 (en) 2021-04-07 2024-07-30 Clarius Mobile Health Corp. Method and system to assess medical images for suitability in clinical interpretation
US11763428B2 (en) 2021-06-22 2023-09-19 Saudi Arabian Oil Company System and method for de-noising an ultrasonic scan image using a convolutional neural network
CN113539438A (zh) * 2021-07-07 2021-10-22 众享健康医疗科技(浙江)有限公司 一种面向胎儿先天性心脏病筛查的人工智能辅助系统
US20250029253A1 (en) * 2021-11-05 2025-01-23 Styliani Stella Daskalopoulou Method and system for detection of histopathological plaque features in medical images using deep neural networks
KR20230093921A (ko) 2021-12-20 2023-06-27 고려대학교 산학협력단 초음파 변환기 위치 설정 장치, 초음파 변환기 위치 설정 프로그램 및 초음파 변환기 위치 설정 인공 지능 구현 방법
US12239484B2 (en) 2021-12-27 2025-03-04 GE Precision Healthcare LLC Medical imaging method
KR102728784B1 (ko) * 2022-03-18 2024-11-11 주식회사 에어스메디컬 의료용 ai를 위한 조건 제어 입력 생성 장치 및 방법
CN114419044B (zh) * 2022-03-30 2022-06-17 广东恒腾科技有限公司 一种基于人工智能的医用超声图像分析系统及方法
CN117114072A (zh) * 2023-08-31 2023-11-24 四川维思模医疗科技有限公司 一种超声图像用于模拟系统训练应用的方法
TW202527722A (zh) * 2023-09-06 2025-07-01 日商索尼半導體解決方案公司 信號處理裝置及半導體裝置之製造方法

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20040193036A1 (en) 2003-03-12 2004-09-30 Zhou Xiang Sean System and method for performing probabilistic classification and decision support using multidimensional medical image databases
US20070055153A1 (en) 2005-08-31 2007-03-08 Constantine Simopoulos Medical diagnostic imaging optimization based on anatomy recognition
JP2007527743A (ja) 2004-02-03 2007-10-04 シーメンス メディカル ソリューションズ ユーエスエー インコーポレイテッド 心臓関連の病気及び状態のための自動診断及び意思決定支援用システム及び方法
JP2009072593A (ja) 2007-09-18 2009-04-09 Siemens Medical Solutions Usa Inc 3次元心臓エコーグラフデータからの平面の自動検出方法
JP2009095644A (ja) 2007-04-12 2009-05-07 Fujifilm Corp 画像認識結果判定装置、方法、およびプログラム
WO2016001784A1 (en) * 2014-06-30 2016-01-07 Koninklijke Philips N.V. Translation of ultrasound array responsive to anatomical orientation
JP2017502729A (ja) 2013-12-09 2017-01-26 コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. モデルベースセグメンテーションを用いた像撮像誘導
JP2020531086A (ja) 2017-08-17 2020-11-05 コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. 画像とのタッチインタラクションを使用してボリュームデータから画像平面を抽出する超音波システム

Family Cites Families (47)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5873830A (en) 1997-08-22 1999-02-23 Acuson Corporation Ultrasound imaging system and method for improving resolution and operation
US6607488B1 (en) 2000-03-02 2003-08-19 Acuson Corporation Medical diagnostic ultrasound system and method for scanning plane orientation
US6438401B1 (en) * 2000-04-28 2002-08-20 Alpha Intervention Technology, Inc. Indentification and quantification of needle displacement departures from treatment plan
US7421140B2 (en) 2001-11-21 2008-09-02 Shraga Rottem Method and system for enhancing the quality of device images
JP4088104B2 (ja) 2002-06-12 2008-05-21 株式会社東芝 超音波診断装置
FI114367B (fi) * 2002-10-31 2004-09-30 Nokia Corp Päätelaite ja menetelmä näytön ohjaamiseksi päätelaitteessa
US20040106869A1 (en) 2002-11-29 2004-06-03 Ron-Tech Medical Ltd. Ultrasound tracking device, system and method for intrabody guiding procedures
US7092749B2 (en) * 2003-06-11 2006-08-15 Siemens Medical Solutions Usa, Inc. System and method for adapting the behavior of a diagnostic medical ultrasound system based on anatomic features present in ultrasound images
JP4263579B2 (ja) 2003-10-22 2009-05-13 アロカ株式会社 超音波診断装置
CN1934589A (zh) * 2004-03-23 2007-03-21 美国西门子医疗解决公司 为医学成像提供自动决策支持的系统和方法
US20060064017A1 (en) 2004-09-21 2006-03-23 Sriram Krishnan Hierarchical medical image view determination
US7693349B2 (en) 2006-08-15 2010-04-06 General Electric Company Systems and methods for interactive image registration
US7565262B2 (en) * 2006-10-05 2009-07-21 Siemens Corporate Research, Inc. Bayesian sensor estimation for machine condition monitoring
US8556814B2 (en) * 2007-10-04 2013-10-15 Siemens Medical Solutions Usa, Inc. Automated fetal measurement from three-dimensional ultrasound data
US20090264760A1 (en) 2008-04-21 2009-10-22 Siemens Medical Solutions Usa, Inc. Compounding in medical diagnostic ultrasound for infant or adaptive imaging
WO2010017295A1 (en) * 2008-08-05 2010-02-11 Guardsman Scientific, Inc. System and method for managing a patient
US8939908B2 (en) * 2009-07-16 2015-01-27 Unex Corporation Ultrasonic blood vessel inspecting apparatus
JP5903050B2 (ja) 2010-02-09 2016-04-13 コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. 光位置検知を使用した撮像及び治療のための装置並びにシステム
JP5560750B2 (ja) 2010-02-09 2014-07-30 日産自動車株式会社 車両の警報音発生装置
GB2479406A (en) * 2010-04-09 2011-10-12 Medaphor Ltd Ultrasound Simulation Training System
US20120065508A1 (en) 2010-09-09 2012-03-15 General Electric Company Ultrasound imaging system and method for displaying a target image
US20120065510A1 (en) 2010-09-09 2012-03-15 General Electric Company Ultrasound system and method for calculating quality-of-fit
RU2596991C2 (ru) 2010-10-27 2016-09-10 Конинклейке Филипс Электроникс Н.В. Передача информации системы визуализации
US9734430B2 (en) 2012-01-02 2017-08-15 Mackay Memorial Hospital Evaluation system or determination of cardiovascular function parameters
US10242099B1 (en) 2012-04-16 2019-03-26 Oath Inc. Cascaded multi-tier visual search system
US8777856B2 (en) * 2012-06-26 2014-07-15 General Electric Company Diagnostic system and method for obtaining an ultrasound image frame
GB2507987A (en) * 2012-11-15 2014-05-21 Imp Innovations Ltd Method of automatically processing an ultrasound image
US9918700B2 (en) * 2013-02-01 2018-03-20 Siemens Medical Solutions Usa, Inc. Tuning ultrasound acquisition parameters
US10709425B2 (en) 2013-04-03 2020-07-14 Koninklijke Philips N.V. 3D ultrasound imaging system
JP6527860B2 (ja) * 2013-06-28 2019-06-05 コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. ターゲットビューに対する超音波収集フィードバックガイダンス
US9700219B2 (en) * 2013-10-17 2017-07-11 Siemens Healthcare Gmbh Method and system for machine learning based assessment of fractional flow reserve
US9730643B2 (en) 2013-10-17 2017-08-15 Siemens Healthcare Gmbh Method and system for anatomical object detection using marginal space deep neural networks
US9668699B2 (en) * 2013-10-17 2017-06-06 Siemens Healthcare Gmbh Method and system for anatomical object detection using marginal space deep neural networks
KR20150069830A (ko) * 2013-12-16 2015-06-24 삼성전자주식회사 의료 영상을 이용한 혈관 분석 정보 제공 방법 및 장치
CN203825644U (zh) * 2014-03-26 2014-09-10 国家电网公司 一种基于图像识别输电线路的雾等级的系统
US9436995B2 (en) 2014-04-27 2016-09-06 International Business Machines Corporation Discriminating between normal and abnormal left ventricles in echocardiography
KR20160014470A (ko) * 2014-07-29 2016-02-11 삼성전자주식회사 비시각 정보 제공 기반의 컴퓨터 보조 진단 지원 장치 및 방법과, 컴퓨터 보조 진단 시스템
JP2016036644A (ja) * 2014-08-11 2016-03-22 セイコーエプソン株式会社 超音波血圧計測装置および血圧計測方法
US9918701B2 (en) 2014-09-03 2018-03-20 Contextvision Ab Methods and systems for automatic control of subjective image quality in imaging of objects
KR102328269B1 (ko) 2014-10-23 2021-11-19 삼성전자주식회사 초음파 영상 장치 및 그 제어 방법
WO2016194161A1 (ja) 2015-06-03 2016-12-08 株式会社日立製作所 超音波診断装置、及び画像処理方法
US10762630B2 (en) 2015-07-15 2020-09-01 Oxford University Innovation Limited System and method for structures detection and multi-class image categorization in medical imaging
US20170086785A1 (en) * 2015-09-30 2017-03-30 General Electric Company System and method for providing tactile feedback via a probe of a medical imaging system
CN109362221A (zh) * 2016-03-09 2019-02-19 安科诺思公司 利用人工智能网络的超声图像识别系统和方法
US10813595B2 (en) * 2016-12-09 2020-10-27 General Electric Company Fully automated image optimization based on automated organ recognition
WO2018209193A1 (en) 2017-05-11 2018-11-15 Verathon Inc. Probability map-based ultrasound scanning
WO2018210714A1 (en) 2017-05-18 2018-11-22 Koninklijke Philips N.V. Convolutional deep learning analysis of temporal cardiac images

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US20040193036A1 (en) 2003-03-12 2004-09-30 Zhou Xiang Sean System and method for performing probabilistic classification and decision support using multidimensional medical image databases
JP2007527743A (ja) 2004-02-03 2007-10-04 シーメンス メディカル ソリューションズ ユーエスエー インコーポレイテッド 心臓関連の病気及び状態のための自動診断及び意思決定支援用システム及び方法
US20070055153A1 (en) 2005-08-31 2007-03-08 Constantine Simopoulos Medical diagnostic imaging optimization based on anatomy recognition
JP2009095644A (ja) 2007-04-12 2009-05-07 Fujifilm Corp 画像認識結果判定装置、方法、およびプログラム
JP2009072593A (ja) 2007-09-18 2009-04-09 Siemens Medical Solutions Usa Inc 3次元心臓エコーグラフデータからの平面の自動検出方法
JP2017502729A (ja) 2013-12-09 2017-01-26 コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. モデルベースセグメンテーションを用いた像撮像誘導
WO2016001784A1 (en) * 2014-06-30 2016-01-07 Koninklijke Philips N.V. Translation of ultrasound array responsive to anatomical orientation
JP2020531086A (ja) 2017-08-17 2020-11-05 コーニンクレッカ フィリップス エヌ ヴェKoninklijke Philips N.V. 画像とのタッチインタラクションを使用してボリュームデータから画像平面を抽出する超音波システム

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