JP6560757B2 - 検査室自動化のためのトップビューサンプルチューブ画像からのバーコードタグ状態の分類 - Google Patents

検査室自動化のためのトップビューサンプルチューブ画像からのバーコードタグ状態の分類 Download PDF

Info

Publication number
JP6560757B2
JP6560757B2 JP2017542012A JP2017542012A JP6560757B2 JP 6560757 B2 JP6560757 B2 JP 6560757B2 JP 2017542012 A JP2017542012 A JP 2017542012A JP 2017542012 A JP2017542012 A JP 2017542012A JP 6560757 B2 JP6560757 B2 JP 6560757B2
Authority
JP
Japan
Prior art keywords
roi
tube
sample tube
tray
region
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
JP2017542012A
Other languages
English (en)
Japanese (ja)
Other versions
JP2018512566A5 (enExample
JP2018512566A (ja
Inventor
スームロ、クラム
チャーン、ヤオ−ジェン
クルックナー、シュテファン
ウー、ウエン
ポラック、ベンジャミン
チェン、テレンス
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.)
Siemens Healthcare Diagnostics Inc
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 JP2018512566A publication Critical patent/JP2018512566A/ja
Publication of JP2018512566A5 publication Critical patent/JP2018512566A5/ja
Application granted granted Critical
Publication of JP6560757B2 publication Critical patent/JP6560757B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

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
    • G06V10/774Generating sets of training patterns; Bootstrap methods, e.g. bagging or boosting
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B01PHYSICAL OR CHEMICAL PROCESSES OR APPARATUS IN GENERAL
    • B01LCHEMICAL OR PHYSICAL LABORATORY APPARATUS FOR GENERAL USE
    • B01L3/00Containers or dishes for laboratory use, e.g. laboratory glassware; Droppers
    • B01L3/54Labware with identification means
    • B01L3/545Labware with identification means for laboratory containers
    • B01L3/5453Labware with identification means for laboratory containers for test tubes
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B01PHYSICAL OR CHEMICAL PROCESSES OR APPARATUS IN GENERAL
    • B01LCHEMICAL OR PHYSICAL LABORATORY APPARATUS FOR GENERAL USE
    • B01L9/00Supporting devices; Holding devices
    • B01L9/06Test-tube stands; Test-tube holders
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N35/00Automatic analysis not limited to methods or materials provided for in any single one of groups G01N1/00 - G01N33/00; Handling materials therefor
    • G01N35/00584Control arrangements for automatic analysers
    • G01N35/00594Quality control, including calibration or testing of components of the analyser
    • G01N35/00613Quality control
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N35/00Automatic analysis not limited to methods or materials provided for in any single one of groups G01N1/00 - G01N33/00; Handling materials therefor
    • G01N35/00584Control arrangements for automatic analysers
    • G01N35/00722Communications; Identification
    • G01N35/00732Identification of carriers, materials or components in automatic analysers
    • 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
    • G06F18/241Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2411Classification 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
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00Pattern recognition
    • G06F18/20Analysing
    • G06F18/24Classification techniques
    • G06F18/241Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches
    • G06F18/2415Classification techniques relating to the classification model, e.g. parametric or non-parametric approaches based on parametric or probabilistic models, e.g. based on likelihood ratio or false acceptance rate versus a false rejection rate
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06KGRAPHICAL DATA READING; PRESENTATION OF DATA; RECORD CARRIERS; HANDLING RECORD CARRIERS
    • G06K7/00Methods or arrangements for sensing record carriers, e.g. for reading patterns
    • G06K7/10Methods or arrangements for sensing record carriers, e.g. for reading patterns by electromagnetic radiation, e.g. optical sensing; by corpuscular radiation
    • G06K7/14Methods or arrangements for sensing record carriers, e.g. for reading patterns by electromagnetic radiation, e.g. optical sensing; by corpuscular radiation using light without selection of wavelength, e.g. sensing reflected white light
    • G06K7/1404Methods for optical code recognition
    • G06K7/1408Methods for optical code recognition the method being specifically adapted for the type of code
    • G06K7/14131D bar codes
    • 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
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V10/00Arrangements for image or video recognition or understanding
    • G06V10/20Image preprocessing
    • G06V10/25Determination of region of interest [ROI] or a volume of interest [VOI]
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B01PHYSICAL OR CHEMICAL PROCESSES OR APPARATUS IN GENERAL
    • B01LCHEMICAL OR PHYSICAL LABORATORY APPARATUS FOR GENERAL USE
    • B01L2200/00Solutions for specific problems relating to chemical or physical laboratory apparatus
    • B01L2200/14Process control and prevention of errors
    • B01L2200/143Quality control, feedback systems
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B01PHYSICAL OR CHEMICAL PROCESSES OR APPARATUS IN GENERAL
    • B01LCHEMICAL OR PHYSICAL LABORATORY APPARATUS FOR GENERAL USE
    • B01L2300/00Additional constructional details
    • B01L2300/02Identification, exchange or storage of information
    • B01L2300/021Identification, e.g. bar codes
    • BPERFORMING OPERATIONS; TRANSPORTING
    • B01PHYSICAL OR CHEMICAL PROCESSES OR APPARATUS IN GENERAL
    • B01LCHEMICAL OR PHYSICAL LABORATORY APPARATUS FOR GENERAL USE
    • B01L2300/00Additional constructional details
    • B01L2300/08Geometry, shape and general structure
    • B01L2300/0809Geometry, shape and general structure rectangular shaped
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N35/00Automatic analysis not limited to methods or materials provided for in any single one of groups G01N1/00 - G01N33/00; Handling materials therefor
    • G01N35/00584Control arrangements for automatic analysers
    • G01N35/00722Communications; Identification
    • G01N35/00732Identification of carriers, materials or components in automatic analysers
    • G01N2035/00742Type of codes
    • G01N2035/00752Type of codes bar codes
    • 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
    • G06T2207/30204Marker
    • 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
    • G06V2201/034Recognition of patterns in medical or anatomical images of medical instruments

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Chemical & Material Sciences (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • General Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Artificial Intelligence (AREA)
  • Data Mining & Analysis (AREA)
  • Analytical Chemistry (AREA)
  • Evolutionary Computation (AREA)
  • Clinical Laboratory Science (AREA)
  • Chemical Kinetics & Catalysis (AREA)
  • Multimedia (AREA)
  • Quality & Reliability (AREA)
  • Pathology (AREA)
  • Biochemistry (AREA)
  • Immunology (AREA)
  • Medical Informatics (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Evolutionary Biology (AREA)
  • General Engineering & Computer Science (AREA)
  • Software Systems (AREA)
  • Databases & Information Systems (AREA)
  • Computing Systems (AREA)
  • Nuclear Medicine, Radiotherapy & Molecular Imaging (AREA)
  • Radiology & Medical Imaging (AREA)
  • Electromagnetism (AREA)
  • Toxicology (AREA)
  • Probability & Statistics with Applications (AREA)
  • Investigating Or Analysing Biological Materials (AREA)
  • Automatic Analysis And Handling Materials Therefor (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
JP2017542012A 2015-02-17 2016-02-16 検査室自動化のためのトップビューサンプルチューブ画像からのバーコードタグ状態の分類 Active JP6560757B2 (ja)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201562117280P 2015-02-17 2015-02-17
US62/117,280 2015-02-17
PCT/US2016/018096 WO2016133915A1 (en) 2015-02-17 2016-02-16 Classification of barcode tag conditions from top view sample tube images for laboratory automation

Publications (3)

Publication Number Publication Date
JP2018512566A JP2018512566A (ja) 2018-05-17
JP2018512566A5 JP2018512566A5 (enExample) 2019-04-04
JP6560757B2 true JP6560757B2 (ja) 2019-08-14

Family

ID=56689314

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2017542012A Active JP6560757B2 (ja) 2015-02-17 2016-02-16 検査室自動化のためのトップビューサンプルチューブ画像からのバーコードタグ状態の分類

Country Status (6)

Country Link
US (1) US10325182B2 (enExample)
EP (1) EP3259069B1 (enExample)
JP (1) JP6560757B2 (enExample)
CN (1) CN107427835B (enExample)
CA (1) CA2976774C (enExample)
WO (1) WO2016133915A1 (enExample)

Families Citing this family (11)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2016133908A1 (en) * 2015-02-17 2016-08-25 Siemens Healthcare Diagnostics Inc. Barcode tag detection in side view sample tube images for laboratory automation
JP6560757B2 (ja) * 2015-02-17 2019-08-14 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. 検査室自動化のためのトップビューサンプルチューブ画像からのバーコードタグ状態の分類
WO2018188023A1 (en) 2017-04-13 2018-10-18 Siemens Healthcare Diagnostics Inc. Methods and apparatus for determining label count during specimen characterization
WO2018191287A1 (en) 2017-04-13 2018-10-18 Siemens Healthcare Diagnostics Inc. Methods and apparatus for hiln characterization using convolutional neural network
EP3610270B1 (en) 2017-04-13 2024-05-29 Siemens Healthcare Diagnostics Inc. Methods and apparatus for label compensation during specimen characterization
CN110832502B (zh) * 2017-07-11 2023-09-05 美国西门子医学诊断股份有限公司 具有多个候选者的基于图像的管顶圆检测
CN110252034B (zh) * 2019-05-10 2021-07-06 太原理工大学 生物3d打印洁净室菌度控制与监测系统
CN110119799A (zh) * 2019-05-11 2019-08-13 安图实验仪器(郑州)有限公司 样本架采血管条码视觉识别方法
US11796446B2 (en) * 2019-10-01 2023-10-24 National Taiwan University Systems and methods for automated hematological abnormality detection
EP4080515A1 (en) 2021-04-19 2022-10-26 Roche Diagnostics GmbH A method for classifying an identification tag on a sample tube containing a sample and an automated laboratory system
US12406753B2 (en) 2022-03-03 2025-09-02 Siemens Healthcare Diagnostics Inc. Diagnostic laboratory systems and methods of imaging tube assemblies

Family Cites Families (14)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5153416A (en) * 1989-09-20 1992-10-06 Neeley William E Procedure and assembly for drawing blood
US20030096324A1 (en) 2001-09-12 2003-05-22 Mikhail Matveev Methods for differential cell counts including related apparatus and software for performing same
JP4196302B2 (ja) * 2006-06-19 2008-12-17 ソニー株式会社 情報処理装置および方法、並びにプログラム
KR100988960B1 (ko) * 2008-04-23 2010-10-20 한국도로공사 장애물 승월이 가능한 교량점검용 로봇
US8321055B2 (en) * 2009-11-03 2012-11-27 Jadak, Llc System and method for multiple view machine vision target location
EP2533814A2 (en) * 2010-02-11 2012-12-19 Ablynx N.V. Delivery of immunoglobulin variable domains and constructs thereof
US8451384B2 (en) * 2010-07-08 2013-05-28 Spinella Ip Holdings, Inc. System and method for shot change detection in a video sequence
US8523075B2 (en) * 2010-09-30 2013-09-03 Apple Inc. Barcode recognition using data-driven classifier
US9310791B2 (en) * 2011-03-18 2016-04-12 Siemens Healthcare Diagnostics Inc. Methods, systems, and apparatus for calibration of an orientation between an end effector and an article
KR20140091033A (ko) * 2011-11-07 2014-07-18 베크만 컬터, 인코포레이티드 검체 컨테이너 검출
JP6113193B2 (ja) * 2012-02-03 2017-04-12 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. バーコード読み取り式試験管ホルダ
US10145857B2 (en) * 2013-03-14 2018-12-04 Siemens Healthcare Diagnostics Inc. Tube tray vision system
WO2015017796A2 (en) * 2013-08-02 2015-02-05 Digimarc Corporation Learning systems and methods
JP6560757B2 (ja) * 2015-02-17 2019-08-14 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. 検査室自動化のためのトップビューサンプルチューブ画像からのバーコードタグ状態の分類

Also Published As

Publication number Publication date
EP3259069A4 (en) 2018-03-14
CN107427835B (zh) 2020-06-05
CN107427835A (zh) 2017-12-01
JP2018512566A (ja) 2018-05-17
CA2976774A1 (en) 2016-08-25
US10325182B2 (en) 2019-06-18
EP3259069A1 (en) 2017-12-27
CA2976774C (en) 2023-02-28
WO2016133915A1 (en) 2016-08-25
EP3259069B1 (en) 2019-04-24
US20180046883A1 (en) 2018-02-15

Similar Documents

Publication Publication Date Title
JP6560757B2 (ja) 検査室自動化のためのトップビューサンプルチューブ画像からのバーコードタグ状態の分類
US11774735B2 (en) System and method for performing automated analysis of air samples
JP6791864B2 (ja) 検査室自動化のためのサイドビューサンプルチューブ画像におけるバーコードタグ検出
JP5920994B2 (ja) マイクロプレートのウェル壁境界を識別するための方法及びシステム
JP2018512567A5 (enExample)
US20140023243A1 (en) Kernel counter
JP2021057054A (ja) 画像認識装置
WO2023039609A1 (en) Systems and processes for detection, segmentation, and classification of poultry carcass parts and defects
KR102030768B1 (ko) 영상을 이용한 가금류 무게 측정 방법, 이를 수행하기 위한 기록매체 및 장치
CN111161295A (zh) 一种菜品图像背景剥离方法
US20180047158A1 (en) Chest radiograph (cxr) image analysis
CN111160156B (zh) 一种移动物体的识别方法及装置
JP2005227097A (ja) 細胞画像解析装置
HK1241793A1 (en) Classification of barcode tag conditions from top view sample tube images for laboratory automation
HK1241793B (zh) 来自用於实验室自动化的俯视图样品管图像的条码标签状况的分类
HK1239611B (zh) 用於实验室自动化的侧视样品管图像中的条形码标签检测
HK1239611A1 (en) Barcode tag detection in side view sample tube images for laboratory automation
JP3539581B2 (ja) 粒子画像の解析方法

Legal Events

Date Code Title Description
A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20171013

A977 Report on retrieval

Free format text: JAPANESE INTERMEDIATE CODE: A971007

Effective date: 20180815

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20180821

A601 Written request for extension of time

Free format text: JAPANESE INTERMEDIATE CODE: A601

Effective date: 20181120

A601 Written request for extension of time

Free format text: JAPANESE INTERMEDIATE CODE: A601

Effective date: 20190118

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20190220

A524 Written submission of copy of amendment under article 19 pct

Free format text: JAPANESE INTERMEDIATE CODE: A524

Effective date: 20190220

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: 20190709

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20190719

R150 Certificate of patent or registration of utility model

Ref document number: 6560757

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

R250 Receipt of annual fees

Free format text: JAPANESE INTERMEDIATE CODE: R250