CA2876903C - Apparatus, system, and method for image normalization using a gaussian residual of fit selection criteria - Google Patents

Apparatus, system, and method for image normalization using a gaussian residual of fit selection criteria Download PDF

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Publication number
CA2876903C
CA2876903C CA2876903A CA2876903A CA2876903C CA 2876903 C CA2876903 C CA 2876903C CA 2876903 A CA2876903 A CA 2876903A CA 2876903 A CA2876903 A CA 2876903A CA 2876903 C CA2876903 C CA 2876903C
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Prior art keywords
calibration
particles
image
intensity
particle
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CA2876903A
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English (en)
French (fr)
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CA2876903A1 (en
Inventor
Matthew S. Fisher
Nicolas Arab
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Luminex Corp
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Luminex Corp
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Publication of CA2876903A1 publication Critical patent/CA2876903A1/en
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    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/60Type of objects
    • G06V20/69Microscopic objects, e.g. biological cells or cellular parts
    • G06V20/695Preprocessing, e.g. image segmentation
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N15/00Investigating characteristics of particles; Investigating permeability, pore-volume or surface-area of porous materials
    • G01N15/10Investigating individual particles
    • G01N15/1012Calibrating particle analysers; References therefor
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N15/00Investigating characteristics of particles; Investigating permeability, pore-volume or surface-area of porous materials
    • G01N15/10Investigating individual particles
    • G01N15/14Optical investigation techniques, e.g. flow cytometry
    • G01N15/1429Signal processing
    • G01N15/1433Signal processing using image recognition
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N15/00Investigating characteristics of particles; Investigating permeability, pore-volume or surface-area of porous materials
    • G01N15/10Investigating individual particles
    • G01N15/14Optical investigation techniques, e.g. flow cytometry
    • G01N15/1434Optical arrangements
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N15/00Investigating characteristics of particles; Investigating permeability, pore-volume or surface-area of porous materials
    • G01N15/10Investigating individual particles
    • G01N15/14Optical investigation techniques, e.g. flow cytometry
    • G01N15/1456Optical investigation techniques, e.g. flow cytometry without spatial resolution of the texture or inner structure of the particle, e.g. processing of pulse signals
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/60Type of objects
    • G06V20/69Microscopic objects, e.g. biological cells or cellular parts
    • G06V20/693Acquisition
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06VIMAGE OR VIDEO RECOGNITION OR UNDERSTANDING
    • G06V20/00Scenes; Scene-specific elements
    • G06V20/60Type of objects
    • G06V20/69Microscopic objects, e.g. biological cells or cellular parts
    • G06V20/698Matching; Classification
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N15/00Investigating characteristics of particles; Investigating permeability, pore-volume or surface-area of porous materials
    • G01N15/10Investigating individual particles
    • G01N2015/1006Investigating individual particles for cytology

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  • Chemical & Material Sciences (AREA)
  • Engineering & Computer Science (AREA)
  • General Health & Medical Sciences (AREA)
  • Physics & Mathematics (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • General Physics & Mathematics (AREA)
  • Pathology (AREA)
  • Biochemistry (AREA)
  • Immunology (AREA)
  • Analytical Chemistry (AREA)
  • Dispersion Chemistry (AREA)
  • Multimedia (AREA)
  • Molecular Biology (AREA)
  • Biomedical Technology (AREA)
  • Theoretical Computer Science (AREA)
  • Signal Processing (AREA)
  • Investigating, Analyzing Materials By Fluorescence Or Luminescence (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Image Analysis (AREA)
  • Image Processing (AREA)
CA2876903A 2012-06-15 2013-06-14 Apparatus, system, and method for image normalization using a gaussian residual of fit selection criteria Active CA2876903C (en)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US201261660270P 2012-06-15 2012-06-15
US61/660,270 2012-06-15
PCT/US2013/046035 WO2013188857A2 (en) 2012-06-15 2013-06-14 Apparatus, system, and method for image normalization using a gaussian residual of fit selection criteria

Publications (2)

Publication Number Publication Date
CA2876903A1 CA2876903A1 (en) 2013-12-19
CA2876903C true CA2876903C (en) 2020-07-14

Family

ID=49755971

Family Applications (1)

Application Number Title Priority Date Filing Date
CA2876903A Active CA2876903C (en) 2012-06-15 2013-06-14 Apparatus, system, and method for image normalization using a gaussian residual of fit selection criteria

Country Status (6)

Country Link
US (3) US9245169B2 (enExample)
EP (1) EP2861969B1 (enExample)
JP (1) JP6105061B2 (enExample)
CN (1) CN104541152B (enExample)
CA (1) CA2876903C (enExample)
WO (1) WO2013188857A2 (enExample)

Families Citing this family (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN107407631B (zh) * 2015-02-06 2020-11-03 生命技术公司 用于校准结合染料的系统和方法
GB2571743A (en) * 2018-03-07 2019-09-11 Pop Bio Ltd A method of capturing image data of a luminescent sample and apparatus for the same
CN110361304B (zh) * 2019-06-20 2021-10-01 南开大学 基于pmf3模型和ams数据估算不同生成路径对颗粒物中二次无机粒子贡献的方法
CN116583735A (zh) * 2020-10-30 2023-08-11 贝克顿·迪金森公司 用于表征和编码光检测系统的方法和系统
CN112504934B (zh) * 2020-11-23 2021-09-21 中国水利水电科学研究院 一种混凝土坝渗流渗压预测和监控阈值确定方法

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US3824393A (en) 1971-08-25 1974-07-16 American Express Invest System for differential particle counting
US5981180A (en) 1995-10-11 1999-11-09 Luminex Corporation Multiplexed analysis of clinical specimens apparatus and methods
EP0852004B1 (en) 1995-10-11 2011-01-19 Luminex Corporation Multiplexed analysis of clinical specimens
US5736330A (en) 1995-10-11 1998-04-07 Luminex Corporation Method and compositions for flow cytometric determination of DNA sequences
US6449562B1 (en) 1996-10-10 2002-09-10 Luminex Corporation Multiplexed analysis of clinical specimens apparatus and method
IL135593A (en) 1997-10-14 2004-06-01 Luminex Corp Precisely fluorescently painted polymeric microspheres and methods for making and using them
CA2318779C (en) 1998-01-22 2009-08-25 Luminex Corporation Microparticles with multiple fluorescent signals
US6592822B1 (en) 1998-05-14 2003-07-15 Luminex Corporation Multi-analyte diagnostic system and computer implemented process for same
US6376843B1 (en) 1999-06-23 2002-04-23 Evotec Oai Ag Method of characterizing fluorescent molecules or other particles using generating functions
WO2000066985A1 (en) * 1999-04-29 2000-11-09 Evotec Biosystems Ag A method of characterizing fluorescent molecules or other particles using generating functions
EP1208382B1 (en) 1999-08-17 2006-04-26 Luminex Corporation Encapsulation of fluorescent particles
ATE412184T1 (de) 1999-08-17 2008-11-15 Luminex Corp Verfahren zur analyse einer mehrzahl von proben verschiedenen ursprungs auf einen analyten
US7274809B2 (en) * 2002-08-29 2007-09-25 Perceptronix Medical, Inc. And British Columbia Cancer Agency Computerized methods and systems related to the detection of malignancy-associated changes (MAC) to detect cancer
US7175810B2 (en) * 2002-11-15 2007-02-13 Eksigent Technologies Processing of particles
WO2004091386A2 (en) * 2003-04-15 2004-10-28 Philips Intellectual Property & Standards Gmbh Arrangement and method for the spatially resolved determination of state variables in an examination area
CN1524925A (zh) * 2003-09-18 2004-09-01 吉林大学 荧光磁性纳米复合物及其制备方法和应用
US8520205B2 (en) * 2005-02-09 2013-08-27 Flir Systems, Inc. Method and system for detecting, classifying and identifying particles
CA2623130C (en) * 2005-09-21 2018-01-09 Luminex Corporation Methods and systems for image data processing
US8187885B2 (en) 2009-05-07 2012-05-29 Nodality, Inc. Microbead kit and method for quantitative calibration and performance monitoring of a fluorescence instrument
US8767069B2 (en) * 2010-06-30 2014-07-01 Luminex Corporation Apparatus, system, and method for increasing measurement accuracy in a particle imaging device using light distribution
US8274656B2 (en) * 2010-06-30 2012-09-25 Luminex Corporation Apparatus, system, and method for increasing measurement accuracy in a particle imaging device

Also Published As

Publication number Publication date
US20180268191A1 (en) 2018-09-20
US10733418B2 (en) 2020-08-04
WO2013188857A2 (en) 2013-12-19
EP2861969B1 (en) 2022-08-03
JP6105061B2 (ja) 2017-03-29
CN104541152B (zh) 2017-08-25
HK1209482A1 (en) 2016-04-01
US9245169B2 (en) 2016-01-26
CN104541152A (zh) 2015-04-22
CA2876903A1 (en) 2013-12-19
US9984279B2 (en) 2018-05-29
WO2013188857A3 (en) 2014-02-13
US20160232396A1 (en) 2016-08-11
EP2861969A2 (en) 2015-04-22
EP2861969A4 (en) 2016-03-09
JP2015523660A (ja) 2015-08-13
US20130336568A1 (en) 2013-12-19

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