CN102973293A - 基于超声的病理自动化检测、量化和追踪的方法和系统 - Google Patents

基于超声的病理自动化检测、量化和追踪的方法和系统 Download PDF

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CN102973293A
CN102973293A CN2012103242766A CN201210324276A CN102973293A CN 102973293 A CN102973293 A CN 102973293A CN 2012103242766 A CN2012103242766 A CN 2012103242766A CN 201210324276 A CN201210324276 A CN 201210324276A CN 102973293 A CN102973293 A CN 102973293A
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bone surface
joint capsule
bone
image
identification
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K.A.帕特瓦德汉
D.M.米尔斯
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General Electric Co
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    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/08Clinical applications
    • A61B8/0875Clinical applications for diagnosis of bone
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/46Ultrasonic, sonic or infrasonic diagnostic devices with special arrangements for interfacing with the operator or the patient
    • A61B8/467Ultrasonic, sonic or infrasonic diagnostic devices with special arrangements for interfacing with the operator or the patient characterised by special input means
    • A61B8/469Ultrasonic, sonic or infrasonic diagnostic devices with special arrangements for interfacing with the operator or the patient characterised by special input means for selection of a region of interest
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/48Diagnostic techniques
    • A61B8/483Diagnostic techniques involving the acquisition of a 3D volume of data
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/52Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/5215Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of medical diagnostic data
    • A61B8/5223Devices 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
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B8/00Diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/52Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves
    • A61B8/5215Devices using data or image processing specially adapted for diagnosis using ultrasonic, sonic or infrasonic waves involving processing of medical diagnostic data
    • A61B8/5238Devices 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
    • A61B8/5246Devices 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
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/0002Inspection of images, e.g. flaw detection
    • G06T7/0012Biomedical image inspection
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/20Image preprocessing
    • G06V10/255Detecting or recognising potential candidate objects based on visual cues, e.g. shapes
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/30ICT 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
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B6/00Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment
    • A61B6/02Arrangements for diagnosis sequentially in different planes; Stereoscopic radiation diagnosis
    • A61B6/03Computed tomography [CT]
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B6/00Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment
    • A61B6/50Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment specially adapted for specific body parts; specially adapted for specific clinical applications
    • A61B6/505Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment specially adapted for specific body parts; specially adapted for specific clinical applications for diagnosis of bone
    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B6/00Apparatus or devices for radiation diagnosis; Apparatus or devices for radiation diagnosis combined with radiation therapy equipment
    • A61B6/52Devices using data or image processing specially adapted for radiation diagnosis
    • A61B6/5211Devices using data or image processing specially adapted for radiation diagnosis involving processing of medical diagnostic data
    • A61B6/5229Devices using data or image processing specially adapted for radiation diagnosis involving processing of medical diagnostic data combining image data of a patient, e.g. combining a functional image with an anatomical image
    • A61B6/5235Devices using data or image processing specially adapted for radiation diagnosis involving processing of medical diagnostic data combining image data of a patient, e.g. combining a functional image with an anatomical image combining images from the same or different ionising radiation imaging techniques, e.g. PET and CT
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/10Image acquisition modality
    • G06T2207/10132Ultrasound image
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/30Subject of image; Context of image processing
    • G06T2207/30004Biomedical image processing
    • G06T2207/30008Bone

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  • Engineering & Computer Science (AREA)
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  • Physics & Mathematics (AREA)
  • General Health & Medical Sciences (AREA)
  • Public Health (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Radiology & Medical Imaging (AREA)
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  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Quality & Reliability (AREA)
  • Physiology (AREA)
  • Orthopedic Medicine & Surgery (AREA)
  • Rheumatology (AREA)
  • Multimedia (AREA)
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  • Databases & Information Systems (AREA)
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CN2012103242766A 2011-09-06 2012-09-05 基于超声的病理自动化检测、量化和追踪的方法和系统 Pending CN102973293A (zh)

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US201161531165P 2011-09-06 2011-09-06
US61/531,165 2011-09-06
US13/249,270 US8777854B2 (en) 2011-09-06 2011-09-30 Method and system for ultrasound based automated detection, quantification and tracking of pathologies
US13/249,270 2011-09-30

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Cited By (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104414684A (zh) * 2013-08-19 2015-03-18 柯尼卡美能达株式会社 超声波诊断装置、超声波诊断装置的图像处理方法
CN104414685A (zh) * 2013-08-21 2015-03-18 柯尼卡美能达株式会社 超声波诊断装置、超声波图像处理方法
CN104739447A (zh) * 2015-03-25 2015-07-01 井晓燕 集成超声成像诊断分析仪
CN107274428A (zh) * 2017-08-03 2017-10-20 汕头市超声仪器研究所有限公司 基于仿真和实测数据的多目标三维超声图像分割方法
CN112807024A (zh) * 2021-01-28 2021-05-18 清华大学 一种超声图像定量评估方法
CN113040823A (zh) * 2019-12-27 2021-06-29 深圳迈瑞生物医疗电子股份有限公司 一种超声成像设备及超声图像的分析方法
CN115601303A (zh) * 2022-09-09 2023-01-13 清华大学(Cn) 类风湿关节炎的活动度评价方法、装置、电子设备及介质
WO2024228055A1 (en) * 2023-05-02 2024-11-07 The Hong Kong University Of Science And Technology An automatic 3d joint erosion detection method for diagnosis and monitoring of rheumatoid arthritis

Families Citing this family (36)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8167912B2 (en) * 2007-02-27 2012-05-01 The Center for Orthopedic Research and Education, Inc Modular pedicle screw system
SG11201401833UA (en) 2011-10-28 2014-05-29 Decision Sciences Int Corp Spread spectrum coded waveforms in ultrasound imaging
US10134125B2 (en) * 2013-02-28 2018-11-20 Rivanna Medical Llc Systems and methods for ultrasound imaging
JP6191328B2 (ja) * 2013-08-19 2017-09-06 コニカミノルタ株式会社 超音波診断装置、超音波画像解析方法、およびプログラム
JP6286926B2 (ja) * 2013-08-19 2018-03-07 コニカミノルタ株式会社 超音波診断装置、画像処理方法、およびプログラム
JP6303905B2 (ja) * 2014-08-06 2018-04-04 コニカミノルタ株式会社 超音波診断装置、超音波診断装置の画像処理方法、および、画像処理プログラム
JP2015039466A (ja) * 2013-08-21 2015-03-02 コニカミノルタ株式会社 超音波診断装置、画像処理方法、およびプログラム
JP6303912B2 (ja) 2013-08-21 2018-04-04 コニカミノルタ株式会社 超音波診断装置、超音波診断方法、及び、プログラムを格納したコンピュータ読み取り可能な非一時的な記録媒体
DE102013218047B3 (de) 2013-09-10 2015-01-29 Siemens Aktiengesellschaft Verfahren zur automatischen Anzeige und/oder Messung von Knochenveränderungen in medizinischen Bilddaten, sowie medizinisches Bildgebungsgerät und elektronisch lesbarer Datenträger
US9844359B2 (en) 2013-09-13 2017-12-19 Decision Sciences Medical Company, LLC Coherent spread-spectrum coded waveforms in synthetic aperture image formation
US9183225B2 (en) 2014-02-21 2015-11-10 Siemens Energy, Inc. Computerized method for transforming an image from an image-searchable domain to a pixel-searchable domain
KR101579740B1 (ko) 2014-09-01 2015-12-23 삼성메디슨 주식회사 초음파 진단장치, 그에 따른 초음파 진단 방법 및 그에 따른 컴퓨터 판독 가능한 저장매체
IL254158B2 (en) 2015-02-25 2023-04-01 Decision Sciences Medical Company Llc Acoustic signal transmission couplers and coupling means
US10548564B2 (en) 2015-02-26 2020-02-04 Rivanna Medical, LLC System and method for ultrasound imaging of regions containing bone structure
CN108601554B (zh) * 2015-06-03 2022-03-08 蒙特非奥里医疗中心 用于治疗癌症和转移的低强度聚焦超声
AU2016334258B2 (en) 2015-10-08 2021-07-01 Decision Sciences Medical Company, LLC Acoustic orthopedic tracking system and methods
JP6648587B2 (ja) * 2016-03-23 2020-02-14 コニカミノルタ株式会社 超音波診断装置
CN106709930B (zh) * 2016-12-29 2020-03-31 上海联影医疗科技有限公司 三维医学图像的感兴趣体积分割方法及装置
US10726555B2 (en) * 2018-06-06 2020-07-28 International Business Machines Corporation Joint registration and segmentation of images using deep learning
EP3636161A1 (en) * 2018-10-08 2020-04-15 Koninklijke Philips N.V. Methods and systems for determining complementary ultrasound views
US10813612B2 (en) 2019-01-25 2020-10-27 Cleerly, Inc. Systems and method of characterizing high risk plaques
CN109602451B (zh) * 2019-02-16 2021-08-10 河南科技大学第一附属医院(河南省显微外科研究所) 一种医学超声辅助自动诊断系统
EP3934912A4 (en) 2019-03-06 2023-03-01 Decision Sciences Medical Company, LLC PROCESS FOR MANUFACTURE AND DISTRIBUTION OF SEMI-RIGID ACOUSTIC COUPLING ELEMENTS AND PACKAGING FOR ULTRASONIC IMAGING
US11154274B2 (en) 2019-04-23 2021-10-26 Decision Sciences Medical Company, LLC Semi-rigid acoustic coupling articles for ultrasound diagnostic and treatment applications
EP3761032A1 (en) * 2019-07-03 2021-01-06 Xyall B.V. Determining region(s) for tissue dissection in pathology slides
CN111091909B (zh) * 2019-11-26 2022-05-31 中国信息通信研究院 一种医学影像识别方法和装置
US20220392065A1 (en) 2020-01-07 2022-12-08 Cleerly, Inc. Systems, methods, and devices for medical image analysis, diagnosis, risk stratification, decision making and/or disease tracking
US11969280B2 (en) 2020-01-07 2024-04-30 Cleerly, Inc. Systems, methods, and devices for medical image analysis, diagnosis, risk stratification, decision making and/or disease tracking
KR20220124217A (ko) 2020-01-07 2022-09-13 클리어리, 인크. 의료 영상 분석, 진단, 위험도 층화, 의사 결정 및/또는 질환 추적을 위한 시스템, 방법 및 디바이스
JP2023549818A (ja) 2020-11-13 2023-11-29 ディスィジョン サイエンシズ メディカル カンパニー,エルエルシー 物体の合成開口超音波撮像のためのシステムおよび方法
JP2022154976A (ja) * 2021-03-30 2022-10-13 キヤノンメディカルシステムズ株式会社 超音波診断装置、医用画像処理装置および制御プログラム
US20250217981A1 (en) 2022-03-10 2025-07-03 Cleerly, Inc. Systems, methods, and devices for image-based plaque analysis and risk determination
US20250143657A1 (en) 2022-03-10 2025-05-08 Cleerly, Inc. Systems, devices, and methods for non-invasive image-based plaque analysis and risk determination
US12406365B2 (en) 2022-03-10 2025-09-02 Cleerly, Inc. Systems, devices, and methods for non-invasive image-based plaque analysis and risk determination
US12440180B2 (en) 2022-03-10 2025-10-14 Cleerly, Inc. Systems, devices, and methods for non-invasive image-based plaque analysis and risk determination
US12183008B2 (en) 2023-02-13 2024-12-31 Exo Imaging, Inc. Device agnostic systems and methods for acquiring and analyzing images from an ultrasound probe

Family Cites Families (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5458130A (en) 1992-07-30 1995-10-17 Orthologic Corporation Ultrasonic therapy and assessment apparatus and method
US6246745B1 (en) * 1999-10-29 2001-06-12 Compumed, Inc. Method and apparatus for determining bone mineral density
CA2333224A1 (en) 2001-01-31 2002-07-31 University Technologies International Inc. Non-invasive diagnostic method and apparatus for musculoskeletal systems
WO2004008964A1 (en) * 2002-07-22 2004-01-29 Compumed, Inc. Method, code, and system for assaying joint deformity
US7555153B2 (en) 2004-07-01 2009-06-30 Arthrovision Inc. Non-invasive joint evaluation
WO2009042644A2 (en) * 2007-09-25 2009-04-02 Perception Raisonnement Action En Medecine Methods and apparatus for assisting cartilage diagnostic and therapeutic procedures
CA2713861A1 (en) 2008-02-04 2009-08-13 Iain Alexander Anderson Integrated-model musculoskeletal therapies
JP5302578B2 (ja) * 2008-06-18 2013-10-02 日立アロカメディカル株式会社 超音波診断装置
US9078592B2 (en) 2008-10-27 2015-07-14 Wisconsin Alumni Research Foundation Ultrasonic strain imaging device with selectable cost-function
US8900146B2 (en) 2009-07-27 2014-12-02 The Hong Kong Polytechnic University Three-dimensional (3D) ultrasound imaging system for assessing scoliosis
JP2013051998A (ja) * 2011-08-31 2013-03-21 Toshiba Corp 超音波診断装置及び超音波診断装置の制御プログラム

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* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104414684B (zh) * 2013-08-19 2017-04-12 柯尼卡美能达株式会社 超声波诊断装置、超声波诊断装置的图像处理方法
CN104414684A (zh) * 2013-08-19 2015-03-18 柯尼卡美能达株式会社 超声波诊断装置、超声波诊断装置的图像处理方法
US9801614B2 (en) 2013-08-21 2017-10-31 Konica Minolta, Inc. Ultrasound diagnostic apparatus, ultrasound image processing method, and non-transitory computer readable recording medium
CN104414685A (zh) * 2013-08-21 2015-03-18 柯尼卡美能达株式会社 超声波诊断装置、超声波图像处理方法
CN104739447A (zh) * 2015-03-25 2015-07-01 井晓燕 集成超声成像诊断分析仪
WO2019023819A1 (zh) * 2017-08-03 2019-02-07 汕头市超声仪器研究所有限公司 基于仿真和实测数据的多目标三维超声图像分割方法
CN107274428A (zh) * 2017-08-03 2017-10-20 汕头市超声仪器研究所有限公司 基于仿真和实测数据的多目标三维超声图像分割方法
US11282204B2 (en) 2017-08-03 2022-03-22 Shantou Institute Of Ultrasonic Instruments Co., Ltd. Simulated and measured data-based multi-target three-dimensional ultrasound image segmentation method
CN113040823A (zh) * 2019-12-27 2021-06-29 深圳迈瑞生物医疗电子股份有限公司 一种超声成像设备及超声图像的分析方法
CN112807024A (zh) * 2021-01-28 2021-05-18 清华大学 一种超声图像定量评估方法
CN112807024B (zh) * 2021-01-28 2022-05-24 清华大学 一种超声图像定量评估系统
CN115601303A (zh) * 2022-09-09 2023-01-13 清华大学(Cn) 类风湿关节炎的活动度评价方法、装置、电子设备及介质
WO2024228055A1 (en) * 2023-05-02 2024-11-07 The Hong Kong University Of Science And Technology An automatic 3d joint erosion detection method for diagnosis and monitoring of rheumatoid arthritis

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US20130060121A1 (en) 2013-03-07
JP2013056156A (ja) 2013-03-28

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