HK1250394A1 - 用於對試樣中的干擾物進行分類的基於模型的方法和裝置 - Google Patents

用於對試樣中的干擾物進行分類的基於模型的方法和裝置

Info

Publication number
HK1250394A1
HK1250394A1 HK18109787.8A HK18109787A HK1250394A1 HK 1250394 A1 HK1250394 A1 HK 1250394A1 HK 18109787 A HK18109787 A HK 18109787A HK 1250394 A1 HK1250394 A1 HK 1250394A1
Authority
HK
Hong Kong
Prior art keywords
interferent
specimens
classifying
model
based methods
Prior art date
Application number
HK18109787.8A
Other languages
English (en)
Inventor
Jinhyeong Park
Yao-Jen Chang
Wen Wu
Terrence Chen
Benjamin Pollack
Original Assignee
Siemens Healthcare Diagnostics 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 Siemens Healthcare Diagnostics Inc filed Critical Siemens Healthcare Diagnostics Inc
Publication of HK1250394A1 publication Critical patent/HK1250394A1/zh

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    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/84—Systems specially adapted for particular applications
    • G01N21/88—Investigating the presence of flaws or contamination
    • G01N21/94—Investigating contamination, e.g. dust
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/46—Measurement of colour; Colour measuring devices, e.g. colorimeters
    • G01J3/462—Computing operations in or between colour spaces; Colour management systems
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01J—MEASUREMENT OF INTENSITY, VELOCITY, SPECTRAL CONTENT, POLARISATION, PHASE OR PULSE CHARACTERISTICS OF INFRARED, VISIBLE OR ULTRAVIOLET LIGHT; COLORIMETRY; RADIATION PYROMETRY
    • G01J3/00—Spectrometry; Spectrophotometry; Monochromators; Measuring colours
    • G01J3/46—Measurement of colour; Colour measuring devices, e.g. colorimeters
    • G01J3/50—Measurement of colour; Colour measuring devices, e.g. colorimeters using electric radiation detectors
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/01—Arrangements or apparatus for facilitating the optical investigation
    • G01N21/03—Cuvette constructions
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/17—Systems in which incident light is modified in accordance with the properties of the material investigated
    • G01N21/25—Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/17—Systems in which incident light is modified in accordance with the properties of the material investigated
    • G01N21/25—Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands
    • G01N21/27—Colour; Spectral properties, i.e. comparison of effect of material on the light at two or more different wavelengths or wavelength bands using photo-electric detection ; circuits for computing concentration
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N35/00—Automatic analysis not limited to methods or materials provided for in any single one of groups G01N1/00 - G01N33/00; Handling materials therefor
    • G01N35/00584—Control arrangements for automatic analysers
    • G01N35/00594—Quality control, including calibration or testing of components of the analyser
    • G01N35/00613—Quality control
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/24—Classification techniques
    • G06F18/241—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2411—Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on the proximity to a decision surface, e.g. support vector machines
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/60—Type of objects
    • G06V20/69—Microscopic objects, e.g. biological cells or cellular parts
    • G06V20/695—Preprocessing, e.g. image segmentation
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06V—IMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00—Scenes; Scene-specific elements
    • G06V20/60—Type of objects
    • G06V20/69—Microscopic objects, e.g. biological cells or cellular parts
    • G06V20/698—Matching; Classification
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/17—Systems in which incident light is modified in accordance with the properties of the material investigated
    • G01N21/59—Transmissivity
    • G01N21/5907—Densitometers
    • G01N2021/5915—Processing scan data in densitometry
    • G01N2021/5923—Determining zones of density; quantitating spots
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N21/00—Investigating or analysing materials by the use of optical means, i.e. using sub-millimetre waves, infrared, visible or ultraviolet light
    • G01N21/17—Systems in which incident light is modified in accordance with the properties of the material investigated
    • G01N21/59—Transmissivity
    • G01N21/5907—Densitometers
    • G01N2021/5969—Scanning of a tube, a cuvette, a volume of sample
    • G—PHYSICS
    • G01—MEASURING; TESTING
    • G01N—INVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N2201/00—Features of devices classified in G01N21/00
    • G01N2201/12—Circuits of general importance; Signal processing
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T2207/00—Indexing scheme for image analysis or image enhancement
    • G06T2207/10—Image acquisition modality
    • G06T2207/10024—Color image
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR 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
    • G06T2207/30024—Cell structures in vitro; Tissue sections in vitro

Landscapes

  • Physics & Mathematics (AREA)
  • Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Spectroscopy & Molecular Physics (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Theoretical Computer Science (AREA)
  • Immunology (AREA)
  • Analytical Chemistry (AREA)
  • Chemical & Material Sciences (AREA)
  • Biochemistry (AREA)
  • Pathology (AREA)
  • Quality & Reliability (AREA)
  • Mathematical Physics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Medical Informatics (AREA)
  • Radiology & Medical Imaging (AREA)
  • Multimedia (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Data Mining & Analysis (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Artificial Intelligence (AREA)
  • General Engineering & Computer Science (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • Evolutionary Computation (AREA)
  • Investigating Or Analysing Biological Materials (AREA)
  • Investigating Or Analysing Materials By Optical Means (AREA)
  • Automatic Analysis And Handling Materials Therefor (AREA)
  • Image Analysis (AREA)
  • Spectrometry And Color Measurement (AREA)
HK18109787.8A 2015-02-17 2018-07-30 用於對試樣中的干擾物進行分類的基於模型的方法和裝置 HK1250394A1 (zh)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201562117263P 2015-02-17 2015-02-17
PCT/US2016/018062 WO2016133900A1 (en) 2015-02-17 2016-02-16 Model-based methods and apparatus for classifying an interferent in specimens

Publications (1)

Publication Number Publication Date
HK1250394A1 true HK1250394A1 (zh) 2018-12-14

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Country Status (7)

Country Link
US (1) US11009467B2 (zh)
EP (1) EP3259578B1 (zh)
JP (1) JP6927465B2 (zh)
CN (1) CN108139320B (zh)
CA (1) CA2976769C (zh)
HK (1) HK1250394A1 (zh)
WO (1) WO2016133900A1 (zh)

Families Citing this family (29)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CA2976769C (en) * 2015-02-17 2023-06-13 Siemens Healthcare Diagnostics Inc. Model-based methods and apparatus for classifying an interferent in specimens
JP6719901B2 (ja) * 2015-12-28 2020-07-08 あおい精機株式会社 検体処理装置
US10816538B2 (en) 2016-01-28 2020-10-27 Siemens Healthcare Diagnostics Inc. Methods and apparatus for detecting an interferent in a specimen
CN109791161A (zh) 2016-07-21 2019-05-21 西门子医疗保健诊断公司 自动临床分析器系统和方法
EP3532985B1 (en) * 2016-10-28 2023-07-12 Beckman Coulter, Inc. Substance preparation evaluation system
EP3538839B1 (en) * 2016-11-14 2021-09-29 Siemens Healthcare Diagnostics Inc. Methods, apparatus, and quality check modules for detecting hemolysis, icterus, lipemia, or normality of a specimen
US11132529B2 (en) * 2016-11-16 2021-09-28 Ventana Medical Systems, Inc. Convolutional neural networks for locating objects of interest in images of biological samples
CN110573883B (zh) 2017-04-13 2023-05-30 美国西门子医学诊断股份有限公司 用于在样本表征期间确定标签计数的方法和装置
WO2018191287A1 (en) * 2017-04-13 2018-10-18 Siemens Healthcare Diagnostics Inc. Methods and apparatus for hiln characterization using convolutional neural network
JP7012746B2 (ja) * 2017-04-13 2022-01-28 シーメンス・ヘルスケア・ダイアグノスティックス・インコーポレーテッド 検体評価中にラベル補正する方法及び装置
US11333553B2 (en) 2017-07-19 2022-05-17 Siemens Healthcare Diagnostics Inc. Methods and apparatus for specimen characterization using hyperspectral imaging
EP3655758B1 (en) 2017-07-19 2024-05-15 Siemens Healthcare Diagnostics, Inc. Stray light compensating methods and apparatus for characterizing a specimen
EP3659065A4 (en) * 2017-07-28 2020-08-19 Siemens Healthcare Diagnostics Inc. DEEP LEARNING VOLUME QUANTIFICATION METHODS AND APPARATUS
WO2019027963A1 (en) * 2017-07-31 2019-02-07 Essenlix Corporation REDUCED INTERFERENCE ASSAYS
EP3662258B1 (en) * 2017-07-31 2023-11-01 Siemens Healthcare Diagnostics Inc. Methods and apparatus for imaging specimens and/or sample containers
EP3662257B1 (en) * 2017-07-31 2022-11-09 Siemens Healthcare Diagnostics Inc. Method and apparatus for ascertaining specimen and/or specimen container characteristics
CN107703064B (zh) * 2017-08-18 2023-06-30 中国彩棉（集团）股份有限公司 一种天然彩棉颜色分级的方法
JP7250793B2 (ja) * 2017-12-07 2023-04-03 ベンタナ メディカル システムズ， インコーポレイテッド 生体画像における連帯的細胞および領域分類のための深層学習システムならびに方法
US11386291B2 (en) 2018-01-10 2022-07-12 Siemens Healthcare Diagnostics Inc. Methods and apparatus for bio-fluid specimen characterization using neural network having reduced training
US11670101B2 (en) * 2018-03-16 2023-06-06 Inveox Gmbh Automated identification, orientation and sample detection of a sample container
EP3807650A4 (en) 2018-06-15 2021-11-17 Siemens Healthcare Diagnostics, Inc. SAMPLE CONTAINER CHARACTERIZATION USING A SINGLE DEEP NEURONAL NETWORK IN END-TO-END LEARNING MODE
US11927736B2 (en) 2018-06-15 2024-03-12 Siemens Healthcare Diagnostics Inc. Methods and apparatus for fine-grained HIL index determination with advanced semantic segmentation and adversarial training
WO2020061368A1 (en) * 2018-09-20 2020-03-26 Siemens Healthcare Diagnostics Inc. Visualization analysis apparatus and visual learning methods
WO2020061369A1 (en) * 2018-09-20 2020-03-26 Siemens Healthcare Diagnostics Inc. Methods and apparatus for hiln determination with a deep adaptation network for both serum and plasma samples
US11386551B2 (en) * 2018-11-08 2022-07-12 Perkinelmer Health Sciences, Inc. Method and apparatus for buffy coat imaging
JP7071301B2 (ja) * 2019-01-25 2022-05-18 株式会社日立ハイテク 生体試料検出装置
WO2020161520A1 (en) * 2019-02-05 2020-08-13 Azure Vault Ltd. Laboratory device monitoring
EP4159177A1 (en) * 2020-06-02 2023-04-05 Kawasaki Jukogyo Kabushiki Kaisha Inspection equipment system
CN112505049B (zh) * 2020-10-14 2021-08-03 上海互觉科技有限公司 基于蒙版抑制的精密零组件表面缺陷检测方法和系统

Family Cites Families (50)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
EP0194148A3 (en) * 1985-03-06 1988-05-04 Lockwood Graders (U.K.) Limited Method and apparatus for detecting coloured regions, and method and apparatus for sorting articles thereby
JPH04501310A (ja) 1988-04-13 1992-03-05 インターナショナル　インテグレイテッド　システムズ，インコーポレイテッド 流体検査および／または識別のシステム
JPH09133687A (ja) 1995-11-13 1997-05-20 Meiji Denki Kogyo Kk 採血試験管における血清量測定装置
WO1997019340A1 (en) 1995-11-21 1997-05-29 Cme Telemetrix Inc. Apparatus and method for rapid spectrophotometric pre-test screen of specimen for a blood analyzer
US5911003A (en) * 1996-04-26 1999-06-08 Pressco Technology Inc. Color pattern evaluation system for randomly oriented articles
JP3235501B2 (ja) * 1997-02-26 2001-12-04 栗田工業株式会社 汚泥界面計測装置
US5911000A (en) * 1997-08-01 1999-06-08 Ortho Diagnostic Systems, Inc. Detecting abnormal reactions in a red blood cell agglutination
US20030087456A1 (en) * 2001-10-08 2003-05-08 Jones Howland D.T. Within-sample variance classification of samples
EP1466161B1 (de) * 2002-01-19 2010-08-11 PVT Probenverteiltechnik GmbH Anordnung und verfahren zur analyse von körperflüssigkeit
US7062079B2 (en) * 2003-02-14 2006-06-13 Ikonisys, Inc. Method and system for image segmentation
JP2005098832A (ja) * 2003-09-25 2005-04-14 Hitachi Eng Co Ltd 被検体検査装置
US7427508B2 (en) 2003-10-09 2008-09-23 Organotek Defense System Corporation Method for assaying multi-component mixtures
US7653227B2 (en) * 2004-02-09 2010-01-26 Siemens Medical Solutions Usa, Inc. Hierarchical modeling in medical abnormality detection
US7711174B2 (en) * 2004-05-13 2010-05-04 The Charles Stark Draper Laboratory, Inc. Methods and systems for imaging cells
US7223234B2 (en) * 2004-07-10 2007-05-29 Monitrix, Inc. Apparatus for determining association variables
US20060039603A1 (en) * 2004-08-19 2006-02-23 Koutsky Keith A Automated color classification for biological samples
US20060275906A1 (en) * 2005-06-03 2006-12-07 Devlin William J Sr Method for ascertaining interferents in small liquid samples in an automated clinical analyzer
US20070053794A1 (en) * 2005-09-08 2007-03-08 Beckman Coulter, Inc. Sample identification system having plural readers
EP1941271A4 (en) * 2005-10-07 2009-11-11 Chemimage Corp METHODOLOGY FOR TARGETING AND IDENTIFYING GENERAL HYPERSPECTRALS INVARIABLE TO MOVEMENTS
US8126690B2 (en) * 2007-05-18 2012-02-28 The Regents Of The University Of Michigan Algorithms to predict clinical response, adherence, and shunting with thiopurines
JP4873745B2 (ja) * 2007-11-08 2012-02-08 日立アロカメディカル株式会社 水薬調剤装置
US20110182881A1 (en) * 2008-06-26 2011-07-28 Dana-Farber Cancer Institute, Inc. Signature and determinants associated with metastasis and methods of use thereof
JP5606703B2 (ja) * 2009-04-27 2014-10-15 株式会社東芝 液位計測装置
AU2010282784C1 (en) * 2009-08-13 2014-03-13 Siemens Healthcare Diagnostics Inc. Methods and apparatus for ascertaining interferents and physical dimensions in liquid samples and containers to be analyzed by a clinical analyzer
US8493441B2 (en) * 2009-09-11 2013-07-23 Thonhauser Gmbh Absorbance measurements using portable electronic devices with built-in camera
JP2011191081A (ja) * 2010-03-12 2011-09-29 Incorporated Educational Institution Meisei 分析システムおよび分析方法
JP5547597B2 (ja) 2010-09-29 2014-07-16 大日本スクリーン製造株式会社 病理診断支援装置、病理診断支援方法、病理診断支援のための制御プログラムおよび該制御プログラムを記録した記録媒体
US8792693B2 (en) * 2011-07-09 2014-07-29 Gauss Surgical System and method for estimating extracorporeal blood volume in a physical sample
BR112014011043A2 (pt) * 2011-11-07 2017-06-13 Beckman Coulter Inc detecção de recipiente de espécime
AU2011253980B2 (en) * 2011-12-12 2014-05-29 Canon Kabushiki Kaisha Method, apparatus and system for identifying distracting elements in an image
FR2991052B1 (fr) * 2012-05-28 2015-05-01 Msc & Sgcc Procede optique d'inspection de recipients transparents ou translucides portant des motifs visuels
WO2014031576A1 (en) * 2012-08-20 2014-02-27 Siemens Healthcare Diagnostics Inc. Methods and apparatus for ascertaining specimen and/or sample container characteristics while in transit
CN113705586A (zh) * 2013-03-07 2021-11-26 飞利浦影像引导治疗公司 血管内图像中的多模态分割
JP6143584B2 (ja) * 2013-07-04 2017-06-07 株式会社日立ハイテクノロジーズ 検出装置および生体試料分析装置
CN103745210B (zh) * 2014-01-28 2018-02-06 爱威科技股份有限公司 一种白细胞分类方法及装置
EP3033991B1 (en) * 2014-12-15 2018-02-28 Stichting IMEC Nederland System and method for blood pressure estimation
CA2976769C (en) * 2015-02-17 2023-06-13 Siemens Healthcare Diagnostics Inc. Model-based methods and apparatus for classifying an interferent in specimens
US10746665B2 (en) * 2016-01-28 2020-08-18 Siemens Healthcare Diagnostics Inc. Methods and apparatus for classifying an artifact in a specimen
JP6976257B2 (ja) * 2016-01-28 2021-12-08 シーメンス・ヘルスケア・ダイアグノスティックス・インコーポレーテッドSiemens Healthcare Diagnostics Inc. マルチビューの特徴付けのための方法及び装置
WO2017132166A1 (en) * 2016-01-28 2017-08-03 Siemens Healthcare Diagnostics Inc. Methods and apparatus adapted to quantify a specimen from multiple lateral views
US10816538B2 (en) * 2016-01-28 2020-10-27 Siemens Healthcare Diagnostics Inc. Methods and apparatus for detecting an interferent in a specimen
JP6932894B2 (ja) * 2016-01-28 2021-09-08 シーメンス・ヘルスケア・ダイアグノスティックス・インコーポレーテッドＳｉｅｍｅｎｓ Ｈｅａｌｔｈｃａｒｅ Ｄｉａｇｎｏｓｔｉｃｓ Ｉｎｃ． 複数の露光を使用して試料容器及び／又は試料を画像化するための方法及び装置
US11815446B2 (en) * 2016-01-28 2023-11-14 Siemens Healthcare Diagnostics Inc. Methods and apparatus for characterizing a specimen container and specimen
CN108603817B (zh) * 2016-01-28 2022-04-19 西门子医疗保健诊断公司 适于从多个侧视图标识样本容器的方法和装置
CN109477848B (zh) * 2016-07-25 2023-07-18 西门子医疗保健诊断公司 用于识别样品容器盖的系统、方法和设备
US9886826B1 (en) * 2016-07-28 2018-02-06 Datalogic Usa, Inc. Automatic barcode verifier
EP3538839B1 (en) * 2016-11-14 2021-09-29 Siemens Healthcare Diagnostics Inc. Methods, apparatus, and quality check modules for detecting hemolysis, icterus, lipemia, or normality of a specimen
US11132529B2 (en) * 2016-11-16 2021-09-28 Ventana Medical Systems, Inc. Convolutional neural networks for locating objects of interest in images of biological samples
WO2018191287A1 (en) * 2017-04-13 2018-10-18 Siemens Healthcare Diagnostics Inc. Methods and apparatus for hiln characterization using convolutional neural network
EP3659065A4 (en) * 2017-07-28 2020-08-19 Siemens Healthcare Diagnostics Inc. DEEP LEARNING VOLUME QUANTIFICATION METHODS AND APPARATUS

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Publication number Publication date
EP3259578A4 (en) 2018-04-04
CA2976769A1 (en) 2016-08-25
EP3259578A1 (en) 2017-12-27
CN108139320A (zh) 2018-06-08
CA2976769C (en) 2023-06-13
JP2018511787A (ja) 2018-04-26
EP3259578B1 (en) 2019-10-23
WO2016133900A1 (en) 2016-08-25
US11009467B2 (en) 2021-05-18
JP6927465B2 (ja) 2021-09-01
CN108139320B (zh) 2023-12-22
US20180045654A1 (en) 2018-02-15

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