CN109791692B - 使用来自感兴趣区域的不同视角的多个图像进行计算机辅助检测以提高检测准确度的系统和方法 - Google Patents

使用来自感兴趣区域的不同视角的多个图像进行计算机辅助检测以提高检测准确度的系统和方法 Download PDF

Info

Publication number
CN109791692B
CN109791692B CN201780059923.6A CN201780059923A CN109791692B CN 109791692 B CN109791692 B CN 109791692B CN 201780059923 A CN201780059923 A CN 201780059923A CN 109791692 B CN109791692 B CN 109791692B
Authority
CN
China
Prior art keywords
image
roi
image frames
frames
methods
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
CN201780059923.6A
Other languages
English (en)
Chinese (zh)
Other versions
CN109791692A (zh
Inventor
R·马莫内
C·I·博迪尔竺科
A·迦拉伊
L·巴里诺夫
W·霍尔博特
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.)
Keios Pharmaceutical Co ltd
Original Assignee
Keios Pharmaceutical Co ltd
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 Keios Pharmaceutical Co ltd filed Critical Keios Pharmaceutical Co ltd
Publication of CN109791692A publication Critical patent/CN109791692A/zh
Application granted granted Critical
Publication of CN109791692B publication Critical patent/CN109791692B/zh
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/0002—Inspection of images, e.g. flaw detection
    • G06T7/0012—Biomedical image inspection
    • G06T7/0014—Biomedical image inspection using an image reference approach
    • G06T7/0016—Biomedical image inspection using an image reference approach involving temporal comparison
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/20—Analysis of motion
    • G06T7/223—Analysis of motion using block-matching
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10116—X-ray image
    • G06T2207/10121—Fluoroscopy
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10132—Ultrasound image
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/20—Special algorithmic details
    • G06T2207/20081—Training; Learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30068—Mammography; Breast
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/30—Subject of image; Context of image processing
    • G06T2207/30004—Biomedical image processing
    • G06T2207/30096—Tumor; Lesion

Landscapes

  • Engineering & Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Quality & Reliability (AREA)
  • Radiology & Medical Imaging (AREA)
  • Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
  • Multimedia (AREA)
  • Ultra Sonic Daignosis Equipment (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
  • Image Analysis (AREA)
  • Measuring And Recording Apparatus For Diagnosis (AREA)
  • Measurement Of The Respiration, Hearing Ability, Form, And Blood Characteristics Of Living Organisms (AREA)
CN201780059923.6A 2016-08-22 2017-08-22 使用来自感兴趣区域的不同视角的多个图像进行计算机辅助检测以提高检测准确度的系统和方法 Active CN109791692B (zh)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201662377945P 2016-08-22 2016-08-22
US62/377,945 2016-08-22
US15/338,707 2016-10-31
US15/338,707 US10346982B2 (en) 2016-08-22 2016-10-31 Method and system of computer-aided detection using multiple images from different views of a region of interest to improve detection accuracy
PCT/US2017/047995 WO2018039218A1 (en) 2016-08-22 2017-08-22 Computer-aided detection using multiple images from different views of a region of interest to improve detection accuracy

Publications (2)

Publication Number Publication Date
CN109791692A CN109791692A (zh) 2019-05-21
CN109791692B true CN109791692B (zh) 2023-12-05

Family

ID=61191897

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201780059923.6A Active CN109791692B (zh) 2016-08-22 2017-08-22 使用来自感兴趣区域的不同视角的多个图像进行计算机辅助检测以提高检测准确度的系统和方法

Country Status (7)

Country Link
US (2) US10346982B2 (enExample)
EP (1) EP3500976A4 (enExample)
JP (2) JP6985371B2 (enExample)
CN (1) CN109791692B (enExample)
AU (1) AU2017316625B2 (enExample)
CA (1) CA3034699A1 (enExample)
WO (1) WO2018039218A1 (enExample)

Families Citing this family (26)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CA2902161C (en) * 2013-03-15 2021-05-04 Seno Medical Instruments, Inc. System and method for diagnostic vector classification support
US9536054B1 (en) 2016-01-07 2017-01-03 ClearView Diagnostics Inc. Method and means of CAD system personalization to provide a confidence level indicator for CAD system recommendations
US10339650B2 (en) 2016-01-07 2019-07-02 Koios Medical, Inc. Method and means of CAD system personalization to reduce intraoperator and interoperator variation
US10346982B2 (en) 2016-08-22 2019-07-09 Koios Medical, Inc. Method and system of computer-aided detection using multiple images from different views of a region of interest to improve detection accuracy
US10140709B2 (en) * 2017-02-27 2018-11-27 International Business Machines Corporation Automatic detection and semantic description of lesions using a convolutional neural network
JP6751691B2 (ja) * 2017-06-15 2020-09-09 ルネサスエレクトロニクス株式会社 異常検出装置及び車両システム
WO2019084697A1 (en) * 2017-11-06 2019-05-09 University Health Network Platform, device and process for annotation and classification of tissue specimens using convolutional neural network
US10799189B2 (en) * 2017-11-22 2020-10-13 General Electric Company Systems and methods to deliver point of care alerts for radiological findings
JP7463287B2 (ja) * 2018-05-07 2024-04-08 ホロジック， インコーポレイテッド 乳房ウルトラサウンドワークフローアプリケーション
US11446008B2 (en) * 2018-08-17 2022-09-20 Tokitae Llc Automated ultrasound video interpretation of a body part with one or more convolutional neural networks
CN110008971B (zh) 2018-08-23 2022-08-09 腾讯科技（深圳）有限公司 图像处理方法、装置、计算机可读存储介质及计算机设备
GB201906103D0 (en) * 2019-05-01 2019-06-12 Cambridge Entpr Ltd Method and apparatus for analysing intracoronary images
CN110136107B (zh) * 2019-05-07 2023-09-05 上海交通大学 基于dssd和时域约束x光冠脉造影序列自动分析方法
EP3991176B1 (en) * 2019-08-22 2025-07-30 Boston Scientific Scimed, Inc. Systems and methods for processing electronic medical images to determine enhanced electronic medical images
US11844497B2 (en) * 2020-02-28 2023-12-19 Covidien Lp Systems and methods for object measurement in minimally invasive robotic surgery
JP7457571B2 (ja) * 2020-05-19 2024-03-28 富士フイルムヘルスケア株式会社 超音波診断装置及び診断支援方法
CN112017155B (zh) * 2020-07-13 2023-12-26 浙江华锐捷技术有限公司 健康体征数据的测量方法、装置、系统和存储介质
CN114529501B (zh) * 2020-10-30 2025-09-19 法国加柏公司 病变检测人工智能流水线计算系统
KR102451422B1 (ko) * 2020-11-24 2022-10-07 울산과학기술원 초고해상도 이미지와 고속 광시야 이미지를 동시에 획득하는 방법 및 장치
EP4006832A1 (en) * 2020-11-30 2022-06-01 Koninklijke Philips N.V. Predicting a likelihood that an individual has one or more lesions
KR102602392B1 (ko) * 2020-12-31 2023-11-16 주식회사 카이미 딥러닝 모델을 이용한 내시경 영상으로부터의 병변 검출 방법, 장치 및 프로그램
JP7699476B2 (ja) * 2021-06-14 2025-06-27 キヤノンメディカルシステムズ株式会社 医用画像処理装置、医用画像処理システム、及びプログラム
WO2022265875A1 (en) * 2021-06-18 2022-12-22 Subtle Medical, Inc. Systems and methods for real-time video denoising
EP4360565A4 (en) * 2021-06-24 2024-10-09 FUJIFILM Corporation ULTRASONIC DIAGNOSTIC DEVICE AND METHOD FOR CONTROLLING ULTRASONIC DIAGNOSTIC DEVICE
US12315160B2 (en) * 2022-03-16 2025-05-27 Optellum Limited Method and apparatus to predict feature state change within an image
CN116246215B (zh) * 2023-05-11 2024-01-09 小手创新(杭州)科技有限公司 基于视觉算法的识别新进物品的方法、桶盖及智能回收桶

Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
AU2004252917A1 (en) * 2003-06-27 2005-01-06 Siemens Healthcare Gmbh CAD (computer-aided decision) support for medical imaging using machine learning to adapt CAD process with knowledge collected during routine use of CAD system
CN1820274A (zh) * 2003-06-27 2006-08-16 美国西门子医疗解决公司 使用机器学习来利用cad系统的常规使用期间所收集到的知识适配cad过程以对医学成像提供cad(计算机辅助决策 )支持
CN101116110A (zh) * 2005-02-08 2008-01-30 皇家飞利浦电子股份有限公司 医学图像浏览协议
CN101563708A (zh) * 2006-12-19 2009-10-21 皇家飞利浦电子股份有限公司 用于指示医学成像数据中可能经计算机检测的假阳性的装置和方法
WO2011065950A1 (en) * 2009-11-27 2011-06-03 Qview Medical, Inc. Interactive display of computer aided detection radiological screening results combined with quantitative prompts

Family Cites Families (51)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5260871A (en) 1991-07-31 1993-11-09 Mayo Foundation For Medical Education And Research Method and apparatus for diagnosis of breast tumors
JP2852866B2 (ja) 1994-03-30 1999-02-03 株式会社学習情報通信システム研究所 コンピュータによる画像診断学習支援方法
US20030083903A1 (en) 2001-10-30 2003-05-01 Myers Gene E. Method and apparatus for contemporaneous billing and documenting with rendered services
CN1685354A (zh) 2002-09-24 2005-10-19 伊斯曼柯达公司 用于计算机辅助检测提示阅读医疗图像的方法和系统
US7418119B2 (en) 2002-10-31 2008-08-26 Siemens Computer Aided Diagnosis Ltd. Display for computer-aided evaluation of medical images and for establishing clinical recommendation therefrom
US6909795B2 (en) 2003-06-16 2005-06-21 R2 Technology, Inc. Communicating computer-aided detection results in a standards-based medical imaging environment
JP2007524461A (ja) 2003-06-25 2007-08-30 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 乳房撮像の自動診断及び決定支援システム及び方法
WO2005001769A2 (en) 2003-06-25 2005-01-06 Siemens Medical Solutions Usa, Inc. Automated regional myocardial assessment for cardiac imaging
US8265728B2 (en) * 2003-11-26 2012-09-11 University Of Chicago Automated method and system for the evaluation of disease and registration accuracy in the subtraction of temporally sequential medical images
JP4558394B2 (ja) * 2004-07-02 2010-10-06 株式会社日立メディコ 画像診断支援装置
US20060210133A1 (en) 2005-03-03 2006-09-21 Sriram Krishnan Performance adjustments in medical decision support systems
US7904135B2 (en) * 2005-05-06 2011-03-08 General Hospital Corporation Magnetic resonance spatial risk map for tissue outcome prediction
US8019170B2 (en) 2005-10-05 2011-09-13 Qualcomm, Incorporated Video frame motion-based automatic region-of-interest detection
US8014576B2 (en) 2005-11-23 2011-09-06 The Medipattern Corporation Method and system of computer-aided quantitative and qualitative analysis of medical images
DE102006018413A1 (de) 2006-04-20 2007-10-25 Siemens Ag MR-Tomograph mit einem System zur Kontrastoptimierung von MRT-Bildern
WO2007138533A2 (en) 2006-05-25 2007-12-06 Pace Plc Identifying and dynamically presenting regions of interest in a digital image
US20090238422A1 (en) 2008-05-13 2009-09-24 Three Palm Software Communicative cad system for assisting breast imaging diagnosis
JP4958659B2 (ja) * 2007-07-03 2012-06-20 キヤノン株式会社 画像表示制御装置及び画像表示制御方法及びプログラム及び記録媒体
US20090034809A1 (en) * 2007-08-01 2009-02-05 Fujifilm Corporation Abnormal tissue pattern detection apparatus, method and program
US20090034810A1 (en) * 2007-08-03 2009-02-05 Fujifilm Corporation Abnormal tissue pattern detection apparatus, method and program
JP5186858B2 (ja) 2007-09-27 2013-04-24 富士フイルム株式会社 医用情報処理システム、医用情報処理方法、及びプログラム
US9218656B2 (en) 2007-10-05 2015-12-22 Siemens Medical Solutions Usa, Inc. Method and system for automatic classification of lesions in breast MRI
WO2010024331A1 (ja) * 2008-09-01 2010-03-04 株式会社 日立メディコ 画像処理装置、及び画像処理方法
US9189670B2 (en) 2009-02-11 2015-11-17 Cognex Corporation System and method for capturing and detecting symbology features and parameters
US20110200227A1 (en) * 2010-02-17 2011-08-18 Siemens Medical Solutions Usa, Inc. Analysis of data from multiple time-points
US8885898B2 (en) 2010-10-07 2014-11-11 Siemens Medical Solutions Usa, Inc. Matching of regions of interest across multiple views
KR101967357B1 (ko) * 2011-02-24 2019-04-09 카덴스 메디컬 이매징 아이엔씨. 이미징 데이터 내에서 잠재적인 이형을 분리하기 위한 방법 및 장치 그리고 의료 영상에의 응용
JP5875285B2 (ja) 2011-08-16 2016-03-02 キヤノン株式会社 医療診断支援装置、情報処理方法及びプログラム
JP2013169296A (ja) * 2012-02-20 2013-09-02 Canon Inc 画像処理装置及び画像処理方法
JP6150985B2 (ja) * 2012-04-12 2017-06-21 東芝メディカルシステムズ株式会社 超音波診断装置及びプログラム
WO2014036538A2 (en) 2012-08-31 2014-03-06 Rutgers, The State University Of New Jersey Systems and methods for noise reduction and signal enhancement of coherent imaging systems
KR20140049137A (ko) * 2012-10-12 2014-04-25 삼성전자주식회사 의료영상 분석장치 및 방법
KR20140055152A (ko) 2012-10-30 2014-05-09 삼성전자주식회사 병변 진단 보조 장치 및 방법
KR20150066963A (ko) * 2013-12-09 2015-06-17 삼성전자주식회사 의료 영상 배치 방법 및 이를 위한 의료 기기
JP2015116319A (ja) 2013-12-18 2015-06-25 パナソニックＩｐマネジメント株式会社 診断支援装置、診断支援方法、および診断支援プログラム
KR20150098119A (ko) * 2014-02-19 2015-08-27 삼성전자주식회사 의료 영상 내 거짓양성 병변후보 제거 시스템 및 방법
CN104143101A (zh) 2014-07-01 2014-11-12 华南理工大学 一种基于超声图像的乳腺肿瘤区域自动识别方法
KR20160020917A (ko) * 2014-08-14 2016-02-24 삼성전자주식회사 컴퓨터 보조 진단 장치 및 방법
JP6134986B2 (ja) * 2014-09-01 2017-05-31 富士フイルム株式会社 医用画像計測装置およびその作動方法並びに医用画像計測プログラム
KR102347249B1 (ko) 2014-10-21 2022-01-04 삼성전자주식회사 외부 물체의 움직임과 연관된 이벤트에 응답하여 화면을 디스플레이하는 장치 및 방법
US9569692B2 (en) 2014-10-31 2017-02-14 The Nielsen Company (Us), Llc Context-based image recognition for consumer market research
KR20160054992A (ko) 2014-11-07 2016-05-17 삼성전자주식회사 관심영역의 재검출 회피 장치 및 방법
US10786227B2 (en) * 2014-12-01 2020-09-29 National Institute Of Advanced Industrial Science And Technology System and method for ultrasound examination
US9760990B2 (en) 2014-12-14 2017-09-12 International Business Machines Corporation Cloud-based infrastructure for feedback-driven training and image recognition
KR102412122B1 (ko) * 2015-05-27 2022-06-23 삼성전자주식회사 의료 영상 디스플레이 방법 및 장치
US10339650B2 (en) 2016-01-07 2019-07-02 Koios Medical, Inc. Method and means of CAD system personalization to reduce intraoperator and interoperator variation
US9536054B1 (en) 2016-01-07 2017-01-03 ClearView Diagnostics Inc. Method and means of CAD system personalization to provide a confidence level indicator for CAD system recommendations
US9959617B2 (en) * 2016-01-28 2018-05-01 Taihao Medical Inc. Medical image processing apparatus and breast image processing method thereof
CN105913086A (zh) 2016-04-12 2016-08-31 福州大学 一种应用特征权重自适应选择的计算机辅助诊断乳腺的方法
US10346982B2 (en) 2016-08-22 2019-07-09 Koios Medical, Inc. Method and system of computer-aided detection using multiple images from different views of a region of interest to improve detection accuracy
US10610302B2 (en) 2016-09-20 2020-04-07 Siemens Healthcare Gmbh Liver disease assessment in medical imaging

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
AU2004252917A1 (en) * 2003-06-27 2005-01-06 Siemens Healthcare Gmbh CAD (computer-aided decision) support for medical imaging using machine learning to adapt CAD process with knowledge collected during routine use of CAD system
CN1820274A (zh) * 2003-06-27 2006-08-16 美国西门子医疗解决公司 使用机器学习来利用cad系统的常规使用期间所收集到的知识适配cad过程以对医学成像提供cad(计算机辅助决策 )支持
CN101116110A (zh) * 2005-02-08 2008-01-30 皇家飞利浦电子股份有限公司 医学图像浏览协议
CN101563708A (zh) * 2006-12-19 2009-10-21 皇家飞利浦电子股份有限公司 用于指示医学成像数据中可能经计算机检测的假阳性的装置和方法
WO2011065950A1 (en) * 2009-11-27 2011-06-03 Qview Medical, Inc. Interactive display of computer aided detection radiological screening results combined with quantitative prompts

Non-Patent Citations (4)

* Cited by examiner, † Cited by third party
Title
"Improved mass detection in 3D automated breast ultrasound using region based features and multi-view information";YE CHUYANG等;《36TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY》;20140826;全文 *
"Integration of Region Tracking and Optical Flow for Image Motion Estimation";Ulrich Neumann等;《Proceedings 1998 International Conference on Image Processing》;19981031;全文 *
"Velocity Estimation in Ultrasound Images: A Block Matching Approach";Djamal Boukerroui等;《LECTURE NOTES IN COMPUTER SCIENCE》;20030131;全文 *
乳腺肿瘤超声图像中感兴趣区域的自动检测;苏燕妮等;《中国生物医学工程学报》;20100420(第02期);全文 *

Also Published As

Publication number Publication date
AU2017316625B2 (en) 2022-07-21
WO2018039218A1 (en) 2018-03-01
JP6985371B2 (ja) 2021-12-22
EP3500976A4 (en) 2020-03-11
US20180053300A1 (en) 2018-02-22
US20200175684A1 (en) 2020-06-04
JP7183376B2 (ja) 2022-12-05
US10346982B2 (en) 2019-07-09
EP3500976A1 (en) 2019-06-26
JP2022024139A (ja) 2022-02-08
CA3034699A1 (en) 2018-03-01
AU2017316625A1 (en) 2019-02-28
US11551361B2 (en) 2023-01-10
CN109791692A (zh) 2019-05-21
JP2019530490A (ja) 2019-10-24

Similar Documents

Publication Publication Date Title
CN109791692B (zh) 使用来自感兴趣区域的不同视角的多个图像进行计算机辅助检测以提高检测准确度的系统和方法
CN112529834B (zh) 病理图像模式在3d图像数据中的空间分布
US8634622B2 (en) Computer-aided detection of regions of interest in tomographic breast imagery
EP3675043B1 (en) Systems and methods for deep learning-based image reconstruction
US20160210774A1 (en) Breast density estimation
EP2212859B1 (en) Method and apparatus for volume rendering of data sets
US9427173B2 (en) Determining mechanical force on aneurysms from a fluid dynamic model driven by vessel blood flow information
Krishna et al. Computer aided abnormality detection for kidney on FPGA based IoT enabled portable ultrasound imaging system
WO2005079306A2 (en) Method, system, and computer software product for feature-based correlation of lesions from multiple images
CN111540025A (zh) 预测用于图像处理的图像
CN104424647A (zh) 用于对医学图像进行配准的方法和设备
Shao et al. Prostate boundary detection from ultrasonographic images
CN104205166B (zh) 用于在乳腺的放射图像中限定感兴趣区域的方法
EP2943913B1 (en) System and method for reducing data transmission volume in tomosynthesis
CN113658284B (zh) 用于训练结节检测系统的来自ct图像的x射线图像合成
CN113838026A (zh) 非小细胞肺癌检测方法、装置、计算机设备和存储介质
Chen et al. Real-time freehand 3D ultrasound imaging
WO2020133236A1 (zh) 一种脊柱的成像方法以及超声成像系统
CN112515705B (zh) 用于投影轮廓启用的计算机辅助检测的方法和系统
CN120451155B (zh) 一种肋骨遮挡的超声图像分析方法及系统
US11881301B2 (en) Methods and systems for utilizing histogram views for improved visualization of three-dimensional (3D) medical images

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