JP6742421B2 - 内視鏡的医療画像のセグメンテーションのためのシステムおよび方法 - Google Patents

内視鏡的医療画像のセグメンテーションのためのシステムおよび方法 Download PDF

Info

Publication number
JP6742421B2
JP6742421B2 JP2018538580A JP2018538580A JP6742421B2 JP 6742421 B2 JP6742421 B2 JP 6742421B2 JP 2018538580 A JP2018538580 A JP 2018538580A JP 2018538580 A JP2018538580 A JP 2018538580A JP 6742421 B2 JP6742421 B2 JP 6742421B2
Authority
JP
Japan
Prior art keywords
image
medical image
medical
images
label map
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
JP2018538580A
Other languages
English (en)
Japanese (ja)
Other versions
JP2019506208A (ja
JP2019506208A5 (enExample
Inventor
リンドン スタンレー ヒバード
リンドン スタンレー ヒバード
シャオ ハン
シャオ ハン
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.)
Elekta Inc
Original Assignee
Elekta Inc
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 Elekta Inc filed Critical Elekta Inc
Publication of JP2019506208A publication Critical patent/JP2019506208A/ja
Publication of JP2019506208A5 publication Critical patent/JP2019506208A5/ja
Application granted granted Critical
Publication of JP6742421B2 publication Critical patent/JP6742421B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/70Arrangements for image or video recognition or understanding using pattern recognition or machine learning
    • G06V10/77Processing image or video features in feature spaces; using data integration or data reduction, e.g. principal component analysis [PCA] or independent component analysis [ICA] or self-organising maps [SOM]; Blind source separation
    • G06V10/778Active pattern-learning, e.g. online learning of image or video features
    • G06V10/7784Active pattern-learning, e.g. online learning of image or video features based on feedback from supervisors
    • G06V10/7788Active pattern-learning, e.g. online learning of image or video features based on feedback from supervisors the supervisor being a human, e.g. interactive learning with a human teacher
    • 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]
    • A61B6/032Transmission computed 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
    • A61B6/52Devices using data or image processing specially adapted for radiation diagnosis
    • A61B6/5294Devices using data or image processing specially adapted for radiation diagnosis involving using additional data, e.g. patient information, image labeling, acquisition parameters
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/21Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/214Generating training patterns; Bootstrap methods, e.g. bagging or boosting
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/40Software arrangements specially adapted for pattern recognition, e.g. user interfaces or toolboxes therefor
    • G06F18/41Interactive pattern learning with a human teacher
    • 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
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/10Segmentation; Edge detection
    • G06T7/11Region-based segmentation
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/10Segmentation; Edge detection
    • G06T7/143Segmentation; Edge detection involving probabilistic approaches, e.g. Markov random field [MRF] modelling
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/30Determination of transform parameters for the alignment of images, i.e. image registration
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/30Determination of transform parameters for the alignment of images, i.e. image registration
    • G06T7/38Registration of image sequences
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00Image analysis
    • G06T7/97Determining parameters from multiple pictures
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20084Artificial neural networks [ANN]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06TIMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00Indexing scheme for image analysis or image enhancement
    • G06T2207/20Special algorithmic details
    • G06T2207/20112Image segmentation details
    • G06T2207/20128Atlas-based segmentation
    • 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
    • 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
    • G06T2207/30081Prostate
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V2201/00Indexing scheme relating to image or video recognition or understanding
    • G06V2201/03Recognition of patterns in medical or anatomical images
    • G06V2201/031Recognition of patterns in medical or anatomical images of internal organs

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Medical Informatics (AREA)
  • General Health & Medical Sciences (AREA)
  • Databases & Information Systems (AREA)
  • Evolutionary Computation (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
  • Software Systems (AREA)
  • Radiology & Medical Imaging (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • General Engineering & Computer Science (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Evolutionary Biology (AREA)
  • Surgery (AREA)
  • Animal Behavior & Ethology (AREA)
  • Veterinary Medicine (AREA)
  • Biophysics (AREA)
  • High Energy & Nuclear Physics (AREA)
  • Public Health (AREA)
  • Optics & Photonics (AREA)
  • Pathology (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Heart & Thoracic Surgery (AREA)
  • Probability & Statistics with Applications (AREA)
  • Multimedia (AREA)
  • Computing Systems (AREA)
  • Pulmonology (AREA)
  • Quality & Reliability (AREA)
  • Human Computer Interaction (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
  • Magnetic Resonance Imaging Apparatus (AREA)
JP2018538580A 2016-01-21 2017-01-18 内視鏡的医療画像のセグメンテーションのためのシステムおよび方法 Active JP6742421B2 (ja)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201662281652P 2016-01-21 2016-01-21
US62/281,652 2016-01-21
US15/385,732 US10169871B2 (en) 2016-01-21 2016-12-20 Systems and methods for segmentation of intra-patient medical images
US15/385,732 2016-12-20
PCT/US2017/013962 WO2017127439A1 (en) 2016-01-21 2017-01-18 Systems and methods for segmentation of intra-patient medical images

Publications (3)

Publication Number Publication Date
JP2019506208A JP2019506208A (ja) 2019-03-07
JP2019506208A5 JP2019506208A5 (enExample) 2020-02-27
JP6742421B2 true JP6742421B2 (ja) 2020-08-19

Family

ID=59359077

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2018538580A Active JP6742421B2 (ja) 2016-01-21 2017-01-18 内視鏡的医療画像のセグメンテーションのためのシステムおよび方法

Country Status (6)

Country Link
US (3) US10169871B2 (enExample)
EP (1) EP3405909B1 (enExample)
JP (1) JP6742421B2 (enExample)
CN (1) CN109074500B (enExample)
AU (1) AU2017209046B2 (enExample)
WO (1) WO2017127439A1 (enExample)

Families Citing this family (100)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
GB2536650A (en) 2015-03-24 2016-09-28 Augmedics Ltd Method and system for combining video-based and optic-based augmented reality in a near eye display
US10169871B2 (en) 2016-01-21 2019-01-01 Elekta, Inc. Systems and methods for segmentation of intra-patient medical images
US10098606B2 (en) * 2016-02-29 2018-10-16 Varian Medical Systems, Inc. Automatic organ-dose-estimation for patient-specific computed tomography scans
US10055839B2 (en) * 2016-03-04 2018-08-21 Siemens Aktiengesellschaft Leveraging on local and global textures of brain tissues for robust automatic brain tumor detection
CN106097444B (zh) * 2016-05-30 2017-04-12 百度在线网络技术(北京)有限公司 高精地图生成方法和装置
CN109964249A (zh) * 2016-09-21 2019-07-02 皇家飞利浦有限公司 用于对身体部分的自适应轮廓勾画的装置
US10607342B2 (en) * 2016-09-30 2020-03-31 Siemenes Healthcare GmbH Atlas-based contouring of organs at risk for radiation therapy
US11138790B2 (en) 2016-10-14 2021-10-05 Axial Medical Printing Limited Method for generating a 3D physical model of a patient specific anatomic feature from 2D medical images
GB201617507D0 (en) 2016-10-14 2016-11-30 Axial3D Limited Axial3D UK
US11195600B2 (en) 2016-10-17 2021-12-07 International Business Machines Corporation Automatic discrepancy detection in medical data
US10410348B2 (en) * 2016-12-21 2019-09-10 Elekta, Inc. Online learning enhanced atlas-based auto-segmentation
WO2018165025A1 (en) * 2017-03-05 2018-09-13 The Charles Stark Draper Laboratory, Inc. System and method for image guided tracking to enhance radiation therapy
EP3392832A1 (en) * 2017-04-21 2018-10-24 General Electric Company Automated organ risk segmentation machine learning methods and systems
US11748877B2 (en) 2017-05-11 2023-09-05 The Research Foundation For The State University Of New York System and method associated with predicting segmentation quality of objects in analysis of copious image data
WO2018215183A1 (en) * 2017-05-26 2018-11-29 Asml Netherlands B.V. Actuator, linear motor and lithographic apparatus
US10699410B2 (en) * 2017-08-17 2020-06-30 Siemes Healthcare GmbH Automatic change detection in medical images
WO2019051356A1 (en) * 2017-09-08 2019-03-14 The General Hospital Corporation SYSTEM AND METHOD FOR AUTOMATICALLY LABELING AND ANNOUNTING NON-STRUCTURED MEDICAL DATA SETS
KR101995900B1 (ko) * 2017-09-11 2019-07-04 뉴로핏 주식회사 3차원 뇌지도 생성 방법 및 프로그램
US11723579B2 (en) 2017-09-19 2023-08-15 Neuroenhancement Lab, LLC Method and apparatus for neuroenhancement
EP3462373A1 (en) * 2017-10-02 2019-04-03 Promaton Holding B.V. Automated classification and taxonomy of 3d teeth data using deep learning methods
US11562487B2 (en) * 2017-10-18 2023-01-24 Koninklijke Philips N.V. Landmark visualization for medical image segmentation
US10607135B2 (en) * 2017-10-19 2020-03-31 General Electric Company Training an auto-encoder on a single class
US10460440B2 (en) 2017-10-24 2019-10-29 General Electric Company Deep convolutional neural network with self-transfer learning
WO2019085985A1 (en) * 2017-11-02 2019-05-09 Shenzhen United Imaging Healthcare Co., Ltd. Systems and methods for generating semantic information for scanning image
EA201700561A1 (ru) 2017-11-16 2019-05-31 Общество С Ограниченной Ответственностью "Доммар" Способ и система выравнивания зубов на основании моделирования движения коронок и корней
US11717686B2 (en) 2017-12-04 2023-08-08 Neuroenhancement Lab, LLC Method and apparatus for neuroenhancement to facilitate learning and performance
US12458411B2 (en) 2017-12-07 2025-11-04 Augmedics Ltd. Spinous process clamp
US10548552B2 (en) * 2017-12-21 2020-02-04 Shenzhen Keya Medical Technology Corporation Method and device for generating anatomical labels for a physiological tree structure
US11478603B2 (en) 2017-12-31 2022-10-25 Neuroenhancement Lab, LLC Method and apparatus for neuroenhancement to enhance emotional response
US12280219B2 (en) 2017-12-31 2025-04-22 NeuroLight, Inc. Method and apparatus for neuroenhancement to enhance emotional response
EP3735176A4 (en) 2018-01-03 2021-10-20 Ramot at Tel-Aviv University Ltd. MULTIMODAL IMAGE DATA SEGMENTATION SYSTEMS AND METHODS
US10878576B2 (en) * 2018-02-14 2020-12-29 Elekta, Inc. Atlas-based segmentation using deep-learning
US10910099B2 (en) * 2018-02-20 2021-02-02 Siemens Healthcare Gmbh Segmentation, landmark detection and view classification using multi-task learning
US11657087B2 (en) 2018-03-19 2023-05-23 Verily Life Sciences Llc Surgical video retrieval based on preoperative images
US20190295709A1 (en) * 2018-03-20 2019-09-26 Siemens Healthcare Gmbh Automatic analysis of a large patient population using medical image data
KR102565278B1 (ko) * 2018-03-26 2023-08-09 삼성전자주식회사 영상 분할 방법, 영상 분할 장치, 및 영상 분할을 위한 학습 방법
US11364361B2 (en) 2018-04-20 2022-06-21 Neuroenhancement Lab, LLC System and method for inducing sleep by transplanting mental states
US11980507B2 (en) 2018-05-02 2024-05-14 Augmedics Ltd. Registration of a fiducial marker for an augmented reality system
CN108921782B (zh) * 2018-05-17 2023-04-14 腾讯科技(深圳)有限公司 一种图像处理方法、装置及存储介质
WO2019246580A1 (en) * 2018-06-21 2019-12-26 Procept Biorobotics Corporation Artificial intelligence for robotic surgery
CN110638477B (zh) * 2018-06-26 2023-08-11 佳能医疗系统株式会社 医用图像诊断装置以及对位方法
US12005270B2 (en) * 2018-06-26 2024-06-11 The Medical College Of Wisconsin, Inc. Systems and methods for accelerated online adaptive radiation therapy
US10943115B2 (en) * 2018-07-24 2021-03-09 Apical Ltd. Processing image data to perform object detection
US10902588B2 (en) 2018-08-13 2021-01-26 International Business Machines Corporation Anatomical segmentation identifying modes and viewpoints with deep learning across modalities
WO2020056418A1 (en) 2018-09-14 2020-03-19 Neuroenhancement Lab, LLC System and method of improving sleep
US11080643B2 (en) 2018-09-28 2021-08-03 I.D. Systems, Inc. Cargo sensors, cargo-sensing units, cargo-sensing systems, and methods of using the same
JP7129870B2 (ja) * 2018-10-01 2022-09-02 富士フイルム株式会社 疾患領域を判別する判別器の学習装置、方法及びプログラム、疾患領域を判別する判別器、並びに疾患領域判別装置及びプログラム
EP3865070B1 (en) * 2018-10-12 2024-07-31 FUJIFILM Corporation Ultrasound diagnosis device and ultrasound diagnosis device control method
US11766296B2 (en) 2018-11-26 2023-09-26 Augmedics Ltd. Tracking system for image-guided surgery
US10930386B2 (en) 2018-12-11 2021-02-23 International Business Machines Corporation Automated normality scoring of echocardiograms
US10832392B2 (en) * 2018-12-19 2020-11-10 Siemens Healthcare Gmbh Method, learning apparatus, and medical imaging apparatus for registration of images
CN109741346B (zh) * 2018-12-30 2020-12-08 上海联影智能医疗科技有限公司 感兴趣区域提取方法、装置、设备及存储介质
GB201900437D0 (en) 2019-01-11 2019-02-27 Axial Medical Printing Ltd Axial3d big book 2
JP7244280B2 (ja) * 2019-01-15 2023-03-22 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、および医用画像診断方法
CN110097557B (zh) * 2019-01-31 2021-02-12 卫宁健康科技集团股份有限公司 基于3D-UNet的医学图像自动分割方法及系统
CN109887077B (zh) * 2019-03-07 2022-06-03 百度在线网络技术(北京)有限公司 用于生成三维模型的方法和装置
KR20210128505A (ko) * 2019-03-13 2021-10-26 주식회사 토모큐브 3차원 정량적 위상 이미징을 이용하여 미생물들을 식별
US20200302176A1 (en) * 2019-03-18 2020-09-24 Nvidia Corporation Image identification using neural networks
WO2020221737A1 (en) * 2019-04-29 2020-11-05 UCB Biopharma SRL Medical image analysis system and method for identification of lesions
CN109920002B (zh) * 2019-05-15 2019-08-02 南京邮电大学 基于三维随机森林模型的头影测量图像中特征点定位方法
CN110189323B (zh) * 2019-06-05 2022-12-13 深圳大学 一种基于半监督学习的乳腺超声图像病灶分割方法
US11263497B2 (en) * 2019-06-21 2022-03-01 StraxCorp Pty. Ltd. Method and system for machine learning classification based on structure or material segmentation in an image
EP3756728A1 (en) 2019-06-24 2020-12-30 Vision RT Limited Patient motion tracking system configured for automatic roi generation
JP7446570B2 (ja) * 2019-06-28 2024-03-11 国立大学法人東京農工大学 プログラム、学習装置、学習方法、学習済みプログラムおよび骨格セグメンテーション装置
CN110313930B (zh) * 2019-07-24 2023-07-04 沈阳智核医疗科技有限公司 一种扫描部位的确定方法、装置及终端设备
US12178666B2 (en) 2019-07-29 2024-12-31 Augmedics Ltd. Fiducial marker
EP3772720B1 (en) * 2019-08-08 2021-09-29 Siemens Healthcare GmbH Method and system for image analysis
JP7321511B2 (ja) * 2019-08-08 2023-08-07 国立大学法人 筑波大学 判定装置、光照射装置、及びプログラム
EP4035127A4 (en) * 2019-09-24 2023-10-18 Applied Materials, Inc. INTERACTIVE TRAINING OF A MACHINE LEARNING MODEL FOR TISSUE SEGMENTATION
US11100640B2 (en) * 2019-11-30 2021-08-24 Ai Metrics, Llc Systems and methods for lesion analysis
US12142365B2 (en) * 2019-12-10 2024-11-12 Siemens Healthineers Ag Method for registration of image data and for provision of corresponding trained facilities, apparatus for doing so and corresponding computer program product
CN111062977B (zh) * 2019-12-13 2021-05-04 推想医疗科技股份有限公司 样本数据生成方法、装置、计算机设备及存储介质
US11842498B2 (en) * 2019-12-16 2023-12-12 Siemens Healthineers International Ag Systems and methods for automatic segmentation in medical imaging with multiple anatomical structure segmentation models
RU2765884C2 (ru) * 2019-12-17 2022-02-04 Общество с ограниченной ответственностью "Аби Продакшн" Идентификация блоков связанных слов в документах сложной структуры
US11847819B2 (en) * 2019-12-19 2023-12-19 Brainlab Ag Medical image analysis using machine learning and an anatomical vector
US11382712B2 (en) 2019-12-22 2022-07-12 Augmedics Ltd. Mirroring in image guided surgery
JP6885517B1 (ja) * 2020-03-17 2021-06-16 株式会社村田製作所 診断支援装置及びモデル生成装置
US11562482B2 (en) 2020-03-30 2023-01-24 Varian Medical Systems International Ag Systems and methods for pseudo image data augmentation for training machine learning models
CN113469180A (zh) 2020-03-31 2021-10-01 阿里巴巴集团控股有限公司 医学图像的处理方法和系统、数据处理方法
CN111738295B (zh) * 2020-05-22 2024-03-22 南通大学 图像的分割方法及存储介质
US11935230B2 (en) 2020-06-03 2024-03-19 Siemens Healthineers Ag AI-based image analysis for the detection of normal images
US11389252B2 (en) 2020-06-15 2022-07-19 Augmedics Ltd. Rotating marker for image guided surgery
CN111899217B (zh) * 2020-06-19 2024-12-27 上海联影智能医疗科技有限公司 脑部图像处理方法和可读存储介质
US12239385B2 (en) 2020-09-09 2025-03-04 Augmedics Ltd. Universal tool adapter
DE102020211945A1 (de) * 2020-09-23 2022-03-24 Siemens Healthcare Gmbh Verfahren und Anordnung zur automatischen Lokalisierung von Organsegmenten in einem dreidimensionalen Bild
CN113808181B (zh) * 2020-10-30 2025-02-07 上海联影智能医疗科技有限公司 医学图像的处理方法、电子设备和存储介质
RU2757713C1 (ru) 2020-11-24 2021-10-20 АБИ Девелопмент Инк. Распознавание рукописного текста посредством нейронных сетей
GB202101908D0 (en) 2021-02-11 2021-03-31 Axial Medical Printing Ltd Axial3D pathology
US12444506B2 (en) 2021-02-11 2025-10-14 Axial Medical Printing Limited Systems and methods for automated segmentation of patient specific anatomies for pathology specific measurements
DE102021202672A1 (de) * 2021-03-18 2022-09-22 Siemens Healthcare Gmbh Verfahren zum Bereitstellen einer trainierbaren Funktion zur Bestimmung von synthetischen Bilddaten
CN113689938B (zh) * 2021-07-14 2024-03-05 福建自贸试验区厦门片区Manteia数据科技有限公司 医学影像的勾画方法、装置、存储介质及处理器
CN113487656B (zh) * 2021-07-26 2022-11-22 推想医疗科技股份有限公司 图像配准方法及装置,训练方法及装置,控制方法及装置
CN113506302B (zh) * 2021-07-27 2023-12-12 四川九洲电器集团有限责任公司 一种交互式对象更新方法、装置及处理系统
US12150821B2 (en) 2021-07-29 2024-11-26 Augmedics Ltd. Rotating marker and adapter for image-guided surgery
WO2023021450A1 (en) 2021-08-18 2023-02-23 Augmedics Ltd. Stereoscopic display and digital loupe for augmented-reality near-eye display
CN113688266B (zh) * 2021-09-13 2024-08-27 上海联影医疗科技股份有限公司 图像优先级确定方法和图像处理方法、装置、设备、介质
CN114066827B (zh) * 2021-11-02 2025-04-29 武汉联影智融医疗科技有限公司 核团区域确定方法、装置、计算机设备和可读存储介质
WO2023203521A1 (en) 2022-04-21 2023-10-26 Augmedics Ltd. Systems and methods for medical image visualization
EP4587881A1 (en) 2022-09-13 2025-07-23 Augmedics Ltd. Augmented reality eyewear for image-guided medical intervention
CN117649922B (zh) * 2023-11-23 2025-09-05 陕西理工大学 一种基于区块链的医学图像储存系统

Family Cites Families (35)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6708184B2 (en) * 1997-04-11 2004-03-16 Medtronic/Surgical Navigation Technologies Method and apparatus for producing and accessing composite data using a device having a distributed communication controller interface
US6549646B1 (en) * 2000-02-15 2003-04-15 Deus Technologies, Llc Divide-and-conquer method and system for the detection of lung nodule in radiological images
US8543519B2 (en) * 2000-08-07 2013-09-24 Health Discovery Corporation System and method for remote melanoma screening
JP2002330951A (ja) * 2001-05-11 2002-11-19 Canon Inc 画像符号化装置及び復号装置及び方法及びコンピュータプログラム及び記憶媒体
US7158692B2 (en) * 2001-10-15 2007-01-02 Insightful Corporation System and method for mining quantitive information from medical images
US20080292194A1 (en) * 2005-04-27 2008-11-27 Mark Schmidt Method and System for Automatic Detection and Segmentation of Tumors and Associated Edema (Swelling) in Magnetic Resonance (Mri) Images
WO2007029467A1 (ja) * 2005-09-05 2007-03-15 Konica Minolta Medical & Graphic, Inc. 画像処理方法及び画像処理装置
EP2070024B1 (en) * 2006-09-22 2018-11-14 Koninklijke Philips N.V. Methods for feature selection using classifier ensemble based genetic algorithms
EP2252972B1 (en) * 2008-02-15 2017-05-24 Koninklijke Philips N.V. Apparatus for segmenting an object comprising sub-objects
CA2716598A1 (en) * 2008-03-04 2009-09-11 Tomotherapy Incorporated Method and system for improved image segmentation
GB0811671D0 (en) * 2008-06-25 2008-07-30 Imp Innovations Ltd Morphological analysis
EP2189942A3 (en) * 2008-11-25 2010-12-15 Algotec Systems Ltd. Method and system for registering a medical image
EP2194486A1 (en) * 2008-12-04 2010-06-09 Koninklijke Philips Electronics N.V. A method, apparatus, and computer program product for acquiring medical image data
US8073220B2 (en) 2009-04-20 2011-12-06 Siemens Aktiengesellschaft Methods and systems for fully automatic segmentation of medical images
GB0917154D0 (en) * 2009-09-30 2009-11-11 Imp Innovations Ltd Method and apparatus for processing medical images
US8160357B2 (en) * 2010-07-30 2012-04-17 Kabushiki Kaisha Toshiba Image segmentation
US9087259B2 (en) * 2010-07-30 2015-07-21 Koninklijke Philips N.V. Organ-specific enhancement filter for robust segmentation of medical images
KR101883258B1 (ko) * 2010-08-13 2018-07-31 스미스 앤드 네퓨, 인크. 해부학적 계측점의 검출 방법
US9710730B2 (en) * 2011-02-11 2017-07-18 Microsoft Technology Licensing, Llc Image registration
CN102737379A (zh) * 2012-06-07 2012-10-17 中山大学 一种基于自适应学习的ct图像分割方法
US9122950B2 (en) 2013-03-01 2015-09-01 Impac Medical Systems, Inc. Method and apparatus for learning-enhanced atlas-based auto-segmentation
US9235781B2 (en) * 2013-08-09 2016-01-12 Kabushiki Kaisha Toshiba Method of, and apparatus for, landmark location
US9655563B2 (en) * 2013-09-25 2017-05-23 Siemens Healthcare Gmbh Early therapy response assessment of lesions
US9406142B2 (en) * 2013-10-08 2016-08-02 The Trustees Of The University Of Pennsylvania Fully automatic image segmentation of heart valves using multi-atlas label fusion and deformable medial modeling
US9668699B2 (en) * 2013-10-17 2017-06-06 Siemens Healthcare Gmbh Method and system for anatomical object detection using marginal space deep neural networks
EP2881916B1 (en) * 2013-12-06 2018-01-31 Siemens Healthcare GmbH Query-specific generation and retrieval of medical volume images
WO2015128775A1 (en) * 2014-02-27 2015-09-03 Koninklijke Philips N.V. Unsupervised training for an atlas-based registration
US9092691B1 (en) * 2014-07-18 2015-07-28 Median Technologies System for computing quantitative biomarkers of texture features in tomographic images
KR20160049897A (ko) * 2014-10-28 2016-05-10 삼성전자주식회사 연속적인 의료 영상을 이용한 컴퓨터 보조 진단 장치 및 방법
US9767380B2 (en) * 2015-04-13 2017-09-19 Varian Medical Systems International Ag. Image comparison tool tolerant to deformable image matching
US10037603B2 (en) * 2015-05-04 2018-07-31 Siemens Healthcare Gmbh Method and system for whole body bone removal and vascular visualization in medical image data
US9684967B2 (en) * 2015-10-23 2017-06-20 International Business Machines Corporation Imaging segmentation using multi-scale machine learning approach
US10169871B2 (en) 2016-01-21 2019-01-01 Elekta, Inc. Systems and methods for segmentation of intra-patient medical images
US20170337682A1 (en) * 2016-05-18 2017-11-23 Siemens Healthcare Gmbh Method and System for Image Registration Using an Intelligent Artificial Agent
US10695150B2 (en) * 2016-12-16 2020-06-30 Align Technology, Inc. Augmented reality enhancements for intraoral scanning

Also Published As

Publication number Publication date
US20210056687A1 (en) 2021-02-25
US20170213339A1 (en) 2017-07-27
WO2017127439A1 (en) 2017-07-27
US20190108635A1 (en) 2019-04-11
AU2017209046A1 (en) 2018-07-19
EP3405909B1 (en) 2023-11-15
JP2019506208A (ja) 2019-03-07
CN109074500A (zh) 2018-12-21
US10169871B2 (en) 2019-01-01
EP3405909A1 (en) 2018-11-28
US10867385B2 (en) 2020-12-15
US11386557B2 (en) 2022-07-12
AU2017209046B2 (en) 2020-06-04
CN109074500B (zh) 2020-05-08

Similar Documents

Publication Publication Date Title
JP6742421B2 (ja) 内視鏡的医療画像のセグメンテーションのためのシステムおよび方法
US11547874B2 (en) Machine learning approach to real-time patient motion monitoring
US11491348B2 (en) Real-time patient motion monitoring using a magnetic resonance linear accelerator (MRLINAC)
CN109906470B (zh) 使用神经网络方法的图像分割
US10546014B2 (en) Systems and methods for segmenting medical images based on anatomical landmark-based features
CN109923582B (zh) 使用卷积神经网络进行图像分割的系统和方法
CN108770373B (zh) 使用特征回归模型根据mr数据的伪ct生成
JP7030050B2 (ja) 組織パラメータ推定を用いたmrデータからの疑似ct生成
CN113129308B (zh) 图像分割方法、装置和非暂态计算机可读存储介质
CN114037726A (zh) 使用深度学习的基于图谱集的分割
WO2018119766A1 (zh) 多模态图像处理系统及方法
CN112770811A (zh) 使用深度学习引擎进行放射疗法治疗计划的方法和系统
CN114846476A (zh) 训练用于放射疗法治疗计划的深度学习引擎
CN118942629A (zh) 剂量分布预测模型的预训练方法、预训练系统、训练方法及训练系统
Mahon Advanced Imaging Analysis for Predicting Tumor Response and Improving Contour Delineation Uncertainty

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20200116

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20200116

A871 Explanation of circumstances concerning accelerated examination

Free format text: JAPANESE INTERMEDIATE CODE: A871

Effective date: 20200116

A975 Report on accelerated examination

Free format text: JAPANESE INTERMEDIATE CODE: A971005

Effective date: 20200227

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20200310

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20200605

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20200721

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20200728

R150 Certificate of patent or registration of utility model

Ref document number: 6742421

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150

R250 Receipt of annual fees

Free format text: JAPANESE INTERMEDIATE CODE: R250

R250 Receipt of annual fees

Free format text: JAPANESE INTERMEDIATE CODE: R250

R250 Receipt of annual fees

Free format text: JAPANESE INTERMEDIATE CODE: R250