AU2019205766C1 - Systems and methods for rapid neural network-based image segmentation and radiopharmaceutical uptake determination - Google Patents

Systems and methods for rapid neural network-based image segmentation and radiopharmaceutical uptake determination Download PDF

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AU2019205766C1
AU2019205766C1 AU2019205766A AU2019205766A AU2019205766C1 AU 2019205766 C1 AU2019205766 C1 AU 2019205766C1 AU 2019205766 A AU2019205766 A AU 2019205766A AU 2019205766 A AU2019205766 A AU 2019205766A AU 2019205766 C1 AU2019205766 C1 AU 2019205766C1
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prostate
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anatomical
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AU2019205766A1 (en
AU2019205766B2 (en
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Erik Konrad GJERTSSON
Kerstin Elsa Maria JOHNSSON
Jens Filip Andreas RICHTER
Karl Vilhelm SJÖSTRAND
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Exini Diagnostics AB
Progenics Pharmaceuticals Inc
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Exini Diagnostics AB
Progenics Pharmaceuticals Inc
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/60—Analysis of geometric attributes
    • G06T7/62—Analysis of geometric attributes of area, perimeter, diameter or volume
    • 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
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T7/00—Image analysis
    • G06T7/10—Segmentation; Edge detection
    • G06T7/11—Region-based segmentation
    • 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
    • G06T2207/10072—Tomographic images
    • 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
    • G06T2207/10072—Tomographic images
    • G06T2207/10084—Hybrid tomography; Concurrent acquisition with multiple different tomographic modalities
    • 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
    • G06T2207/20084—Artificial neural networks [ANN]
    • 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
    • G06T2207/20112—Image segmentation details
    • G06T2207/20132—Image cropping
    • 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
    • G06T2207/30081—Prostate

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • General Health & Medical Sciences (AREA)
  • Medical Informatics (AREA)
  • Health & Medical Sciences (AREA)
  • Radiology & Medical Imaging (AREA)
  • Quality & Reliability (AREA)
  • Geometry (AREA)
  • Apparatus For Radiation Diagnosis (AREA)
  • Nuclear Medicine (AREA)
  • Image Analysis (AREA)
  • Ultra Sonic Daignosis Equipment (AREA)
AU2019205766A 2018-01-08 2019-01-07 Systems and methods for rapid neural network-based image segmentation and radiopharmaceutical uptake determination Active AU2019205766C1 (en)

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AU2024220051A AU2024220051A1 (en) 2018-01-08 2024-09-25 Systems and methods for rapid neural network-based image segmentation and radiopharmaceutical uptake determination

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US201862614935P 2018-01-08 2018-01-08
US62/614,935 2018-01-08
US16/003,006 US10973486B2 (en) 2018-01-08 2018-06-07 Systems and methods for rapid neural network-based image segmentation and radiopharmaceutical uptake determination
US16/003,006 2018-06-07
US201862749574P 2018-10-23 2018-10-23
US62/749,574 2018-10-23
PCT/US2019/012486 WO2019136349A2 (en) 2018-01-08 2019-01-07 Systems and methods for rapid neural network-based image segmentation and radiopharmaceutical uptake determination

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JP (3) JP7448476B2 (enExample)
CN (1) CN111602174B (enExample)
AU (2) AU2019205766C1 (enExample)
CA (1) CA3085441A1 (enExample)
ES (1) ES3026214T3 (enExample)
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Families Citing this family (43)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
AU2017348111B2 (en) 2016-10-27 2023-04-06 Progenics Pharmaceuticals, Inc. Network for medical image analysis, decision support system, and related graphical user interface (GUI) applications
US10973486B2 (en) 2018-01-08 2021-04-13 Progenics Pharmaceuticals, Inc. Systems and methods for rapid neural network-based image segmentation and radiopharmaceutical uptake determination
US11657508B2 (en) 2019-01-07 2023-05-23 Exini Diagnostics Ab Systems and methods for platform agnostic whole body image segmentation
US11948283B2 (en) 2019-04-24 2024-04-02 Progenics Pharmaceuticals, Inc. Systems and methods for interactive adjustment of intensity windowing in nuclear medicine images
TWI872062B (zh) 2019-04-24 2025-02-11 美商普吉尼製藥公司 用於偵測轉移之骨掃描影像之自動及互動式分析系統、裝置及方法
EP4014201A1 (en) * 2019-08-14 2022-06-22 F. Hoffmann-La Roche AG Three dimensional object segmentation of medical images localized with object detection
US11544407B1 (en) 2019-09-27 2023-01-03 Progenics Pharmaceuticals, Inc. Systems and methods for secure cloud-based medical image upload and processing
US12417533B2 (en) 2019-09-27 2025-09-16 Progenics Pharmaceuticals, Inc. Systems and methods for artificial intelligence-based image analysis for cancer assessment
US11900597B2 (en) 2019-09-27 2024-02-13 Progenics Pharmaceuticals, Inc. Systems and methods for artificial intelligence-based image analysis for cancer assessment
US11564621B2 (en) 2019-09-27 2023-01-31 Progenies Pharmacenticals, Inc. Systems and methods for artificial intelligence-based image analysis for cancer assessment
TWI709147B (zh) * 2019-10-16 2020-11-01 中國醫藥大學附設醫院 基於全身骨掃描影像之深度學習攝護腺癌骨轉移辨識系統
CN110942439B (zh) * 2019-12-05 2023-09-19 北京华恒盛世科技有限公司 基于卫星图片缺陷的图像复原和增强方法
CN111325714B (zh) * 2020-01-21 2024-03-26 上海联影智能医疗科技有限公司 感兴趣区域的处理方法、计算机设备和可读存储介质
CN113254608A (zh) * 2020-02-07 2021-08-13 台达电子工业股份有限公司 通过问答生成训练数据的系统及其方法
US11282601B2 (en) 2020-04-06 2022-03-22 International Business Machines Corporation Automatic bounding region annotation for localization of abnormalities
US11386988B2 (en) 2020-04-23 2022-07-12 Exini Diagnostics Ab Systems and methods for deep-learning-based segmentation of composite images
US11321844B2 (en) 2020-04-23 2022-05-03 Exini Diagnostics Ab Systems and methods for deep-learning-based segmentation of composite images
TWI755731B (zh) * 2020-05-13 2022-02-21 國家中山科學研究院 生醫資料預測風險系統與方法
WO2022008374A1 (en) 2020-07-06 2022-01-13 Exini Diagnostics Ab Systems and methods for artificial intelligence-based image analysis for detection and characterization of lesions
US11721428B2 (en) * 2020-07-06 2023-08-08 Exini Diagnostics Ab Systems and methods for artificial intelligence-based image analysis for detection and characterization of lesions
RU2743316C1 (ru) * 2020-08-14 2021-02-17 Автономная некоммерческая образовательная организация высшего образования Сколковский институт науки и технологий Способ идентификации участков связывания белковых комплексов
EP4016453B1 (en) * 2020-12-21 2023-08-09 Siemens Healthcare GmbH Method and system for automated segmentation of biological object parts in mri
TWI748823B (zh) * 2020-12-24 2021-12-01 鴻海精密工業股份有限公司 細胞數量檢測方法、裝置、電子設備及存儲媒體
US12171460B2 (en) 2020-12-29 2024-12-24 Industrial Technology Research Institute Computer-assisted needle insertion system and computer-assisted needle insertion method
TWI792592B (zh) * 2020-12-29 2023-02-11 財團法人工業技術研究院 電腦輔助入針系統和電腦輔助入針方法
CN112767299B (zh) * 2021-04-07 2021-07-06 成都真实维度科技有限公司 一种多模态三维图像配准融合方法
CN113256784B (zh) * 2021-07-02 2021-09-28 武大吉奥信息技术有限公司 一种基于gpu进行超高效绘制gis空间三维体素数据的方法
WO2023004489A1 (en) * 2021-07-30 2023-02-02 Ventripoint Diagnostics Ltd. System, method and/or computer-readable medium for mapping and displaying anatomical structures in a user-friendly manner
TWI778759B (zh) * 2021-08-23 2022-09-21 佛教慈濟醫療財團法人 醫療影像處理方法和設備、及其電腦儲存介質和電腦程式產品
JP7736486B2 (ja) 2021-08-30 2025-09-09 キヤノンメディカルシステムズ株式会社 解析支援装置、解析支援システム及びプログラム
CN113781636B (zh) * 2021-09-14 2023-06-20 杭州柳叶刀机器人有限公司 盆骨建模方法与系统、存储介质、计算机程序产品
US12169934B2 (en) * 2021-09-16 2024-12-17 University of Pittsburgh—of the Commonwealth System of Higher Education Real-time, artificial intelligence-enabled analysis device and method for use in nuclear medicine imaging
WO2023092124A1 (en) * 2021-11-22 2023-05-25 Genentech, Inc. Machine-learning based segmentation of biological objects in medical images
CN114119558B (zh) * 2021-11-29 2024-05-03 桂林电子科技大学 一种自动生成鼻咽癌影像诊断结构化报告方法
EP4202827A1 (en) * 2021-12-21 2023-06-28 Koninklijke Philips N.V. System and method for classifying lesions
WO2023117740A1 (en) * 2021-12-21 2023-06-29 Koninklijke Philips N.V. System and method for classifying lesions
US20250322520A1 (en) * 2022-06-02 2025-10-16 Antaros Medical Ab Automated image inference from whole-body medical images
CN115661703A (zh) * 2022-10-14 2023-01-31 辽宁工程技术大学 一种基于深度学习的门店招牌信息提取的方法
TWI815754B (zh) * 2022-12-21 2023-09-11 中國醫藥大學 自動化計算量測骨盆特徵點的方法
CN116259414B (zh) * 2023-05-09 2023-08-18 南京诺源医疗器械有限公司 转移性淋巴结区分模型、构建方法及应用
TWI853743B (zh) * 2023-09-19 2024-08-21 長庚醫療財團法人林口長庚紀念醫院 個體代謝腦網路產生方法
US20250279186A1 (en) * 2024-02-29 2025-09-04 Tempus Ai, Inc. Systems and methods for generating a radiology report
CN119964812A (zh) * 2025-04-10 2025-05-09 成都大学附属医院(成都市创伤骨科研究所) 基于深度学习的前列腺癌医学智能预测系统

Family Cites Families (17)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US7935055B2 (en) * 2003-09-19 2011-05-03 Siemens Medical Solutions Usa, Inc. System and method of measuring disease severity of a patient before, during and after treatment
US7876938B2 (en) * 2005-10-06 2011-01-25 Siemens Medical Solutions Usa, Inc. System and method for whole body landmark detection, segmentation and change quantification in digital images
US10387612B2 (en) * 2006-06-14 2019-08-20 Koninklijke Philips N.V. Multi-modality medical image layout editor
HUE034027T2 (en) 2008-08-01 2018-01-29 Univ Johns Hopkins Psma-binding agents and uses thereof
WO2010065899A2 (en) 2008-12-05 2010-06-10 Molecular Insight Pharmaceuticals, Inc. Technetium-and rhenium-bis(heteroaryl)complexes and methods of use thereof
JP2012511024A (ja) 2008-12-05 2012-05-17 モレキュラ インサイト ファーマシューティカルズ インコーポレイテッド 癌の治療及び撮像用のｃａ−ｉｘ特異性放射性医薬品
US20100158332A1 (en) * 2008-12-22 2010-06-24 Dan Rico Method and system of automated detection of lesions in medical images
CN101639937B (zh) * 2009-09-03 2011-12-14 复旦大学 一种基于人工神经网络的超分辨率方法
WO2011077303A1 (en) * 2009-12-23 2011-06-30 Koninklijke Philips Electronics N.V. Methods and apparatuses for prostate cancer detection, staging, and therapy response assessment
AU2011207453A1 (en) * 2010-01-22 2012-08-02 The Research Foundation Of The State University Of New York System and method for prostate visualization and cancer detection
WO2013111101A1 (en) * 2012-01-27 2013-08-01 Koninklijke Philips N.V. Tumor segmentation and tissue classification in 3d multi-contrast
WO2014113786A1 (en) * 2013-01-18 2014-07-24 H. Lee Moffitt Cancer Center And Research Institute, Inc. Quantitative predictors of tumor severity
EP2816525A1 (en) * 2013-06-18 2014-12-24 Thomson Licensing Method and apparatus for generating a super-resolved image from a single image
EP3057620A4 (en) * 2013-10-18 2017-05-24 Molecular Insight Pharmaceuticals, Inc. Methods of using spect/ct analysis for staging cancer
US20180360402A1 (en) * 2015-12-17 2018-12-20 Koninklijke Philips N.V. Method and device for a medical image analysis
CN106127819B (zh) * 2016-06-30 2019-10-08 上海联影医疗科技有限公司 医学图像中提取血管中心线的方法及其装置
CN106558045B (zh) * 2016-10-20 2019-07-19 上海联影医疗科技有限公司 一种肺组织分割方法、装置，医学图像处理系统

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
Ciernik, I. Frank, et al. "3D-segmentation of the 18F-choline PET signal for target volume definition in radiation therapy of the prostate" Technology in cancer research & treatment 6.1 (2007) *
May Sadik et al., "Automated 3D segmentation of the prostate gland in CT images - a first step towards objective measurements of prostate uptake in PET and SPECT images", THE JOURNAL OF NUCLEAR MEDICINE, vol. 58, no. Suppl. 1, 1 May 2017 *

Also Published As

Publication number Publication date
CA3085441A1 (en) 2019-07-11
EP3738097C0 (en) 2025-03-05
EP4586195A2 (en) 2025-07-16
WO2019136349A3 (en) 2019-08-15
AU2019205766A1 (en) 2020-06-18
TW201941218A (zh) 2019-10-16
JP2023116486A (ja) 2023-08-22
TWI835768B (zh) 2024-03-21
JP7448476B2 (ja) 2024-03-12
ES3026214T3 (en) 2025-06-10
JP2021509721A (ja) 2021-04-01
AU2019205766B2 (en) 2024-07-04
EP3738097B1 (en) 2025-03-05
AU2024220051A1 (en) 2024-10-17
JP2025179127A (ja) 2025-12-09
CN111602174B (zh) 2025-02-11
CN111602174A (zh) 2020-08-28
EP4586195A3 (en) 2025-10-22
EP3738097A2 (en) 2020-11-18
WO2019136349A2 (en) 2019-07-11

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