CA2377602C - Appareil et procede d'imagerie de reseaux neuronaux multiples - Google Patents

Appareil et procede d'imagerie de reseaux neuronaux multiples Download PDF

Info

Publication number
CA2377602C
CA2377602C CA2377602A CA2377602A CA2377602C CA 2377602 C CA2377602 C CA 2377602C CA 2377602 A CA2377602 A CA 2377602A CA 2377602 A CA2377602 A CA 2377602A CA 2377602 C CA2377602 C CA 2377602C
Authority
CA
Canada
Prior art keywords
classification
particle
features
image
extracted features
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.)
Expired - Lifetime
Application number
CA2377602A
Other languages
English (en)
Other versions
CA2377602A1 (fr
Inventor
Harvey L. Kasdan
Michael R. Ashe
Minn Chung
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.)
Iris International Inc
Original Assignee
International Remote Imaging Systems 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 International Remote Imaging Systems Inc filed Critical International Remote Imaging Systems Inc
Priority claimed from US09/841,941 external-priority patent/US6947586B2/en
Priority claimed from PCT/US2001/013451 external-priority patent/WO2001082216A1/fr
Publication of CA2377602A1 publication Critical patent/CA2377602A1/fr
Application granted granted Critical
Publication of CA2377602C publication Critical patent/CA2377602C/fr
Anticipated expiration legal-status Critical
Expired - Lifetime legal-status Critical Current

Links

Classifications

    • G01N15/1433
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR 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
    • G01N2015/016
    • 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
    • G01N15/14Electro-optical investigation, e.g. flow cytometers
    • G01N2015/1488Methods for deciding

Abstract

L'invention concerne un appareil (2) et un procédé d'imagerie de réseaux neuronaux multiples permettant de classifier des éléments d'images, tels que des particules biologiques. La structure multiréseaux utilise des sous-groupes d'éléments de particules afin de segmenter l'espace de décision selon les attributs ou les caractéristiques physiques de la particule et/ou par classification en particules isolées ou en groupes de particules comprenant une catégorie inconnue. Le prétraitement (6) consiste à classifier les particules comme étant des artefacts en fonction de certaines caractéristiques physiques. Le post-traitement (6) permet d'utiliser des informations contextuelles soit qui proviennent d'autres sources soit qui sont recueillies pendant le processus de prise de décision en cours de manière à traiter ultérieurement les facteurs de probabilité et à améliorer les décisions.
CA2377602A 2000-04-24 2001-04-24 Appareil et procede d'imagerie de reseaux neuronaux multiples Expired - Lifetime CA2377602C (fr)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US19923700P 2000-04-24 2000-04-24
US60/199,237 2000-04-24
US09/841,941 US6947586B2 (en) 2000-04-24 2001-04-24 Multi-neural net imaging apparatus and method
PCT/US2001/013451 WO2001082216A1 (fr) 2000-04-24 2001-04-24 Appareil et procede d'imagerie de reseaux neuronaux multiples
USUNKNOWN 2003-08-06

Publications (2)

Publication Number Publication Date
CA2377602A1 CA2377602A1 (fr) 2001-11-01
CA2377602C true CA2377602C (fr) 2012-04-10

Family

ID=46149960

Family Applications (1)

Application Number Title Priority Date Filing Date
CA2377602A Expired - Lifetime CA2377602C (fr) 2000-04-24 2001-04-24 Appareil et procede d'imagerie de reseaux neuronaux multiples

Country Status (6)

Country Link
JP (1) JP4945045B2 (fr)
AT (1) ATE434799T1 (fr)
AU (1) AU2001257299A1 (fr)
CA (1) CA2377602C (fr)
DK (1) DK1301894T3 (fr)
ES (1) ES2328450T3 (fr)

Families Citing this family (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
GB0218909D0 (en) * 2002-08-15 2002-09-25 Qinetiq Ltd Histological assessment
JP5321145B2 (ja) 2009-03-04 2013-10-23 日本電気株式会社 画像診断支援装置、画像診断支援方法、画像診断支援プログラム、及びその記憶媒体
ES2388169B1 (es) * 2010-02-25 2013-08-19 Universidad De León Procedimiento de visión artificial para la detección de gotas citoplasmáticas distales en espermatozoides.
JP6092132B2 (ja) * 2014-01-29 2017-03-08 シスメックス株式会社 血球分析装置
JP7104691B2 (ja) * 2016-08-22 2022-07-21 アイリス インターナショナル, インコーポレイテッド 生体粒子の分類のシステム及び方法
JPWO2020066209A1 (ja) * 2018-09-27 2021-09-09 株式会社堀場製作所 粒子解析用データ生成方法、粒子解析用データ生成プログラム、及び粒子解析用データ生成装置

Family Cites Families (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPH03131756A (ja) * 1989-10-18 1991-06-05 Hitachi Ltd 血球自動分類装置
JPH07286954A (ja) * 1994-04-19 1995-10-31 Hitachi Ltd 細胞自動分類装置
JP3050046B2 (ja) * 1994-07-18 2000-06-05 株式会社日立製作所 粒子自動分類システム
JPH0991430A (ja) * 1995-09-27 1997-04-04 Hitachi Ltd パターン認識装置
JPH10302067A (ja) * 1997-04-23 1998-11-13 Hitachi Ltd パターン認識装置
JPH11132984A (ja) * 1997-10-24 1999-05-21 Fuji Electric Co Ltd ガスセンサ用検知素子の製造方法
JPH11132932A (ja) * 1997-10-29 1999-05-21 Hitachi Ltd 生体に関する粒子画像分類システムおよび粒子の再分類方法

Also Published As

Publication number Publication date
ES2328450T3 (es) 2009-11-13
AU2001257299A1 (en) 2001-11-07
ATE434799T1 (de) 2009-07-15
DK1301894T3 (da) 2009-08-24
CA2377602A1 (fr) 2001-11-01
JP2004505233A (ja) 2004-02-19
JP4945045B2 (ja) 2012-06-06

Similar Documents

Publication Publication Date Title
US6947586B2 (en) Multi-neural net imaging apparatus and method
US7236623B2 (en) Analyte recognition for urinalysis diagnostic system
Amin et al. Recognition of acute lymphoblastic leukemia cells in microscopic images using k-means clustering and support vector machine classifier
US4965725A (en) Neural network based automated cytological specimen classification system and method
JP2019529882A (ja) 生体粒子の分類のシステム及び方法
JPS6171337A (ja) フローサイトメトリー法を用いる粒子の検出および分類のための装置および方法
JP2011527055A (ja) 有糸分裂像検出装置および計数システム、および有糸分裂像を検出して計数する方法
Bagasjvara et al. Automated detection and classification techniques of Acute leukemia using image processing: A review
Shirazi et al. Extreme learning machine based microscopic red blood cells classification
Shah et al. Automated diagnosis of leukemia: a comprehensive review
Razzak Automatic detection and classification of malarial parasite
WO2006113979A1 (fr) Procede pour identifier guignardia citricarpa
Rahman et al. Automatic detection of white blood cells from microscopic images for malignancy classification of acute lymphoblastic leukemia
Razzak Malarial parasite classification using recurrent neural network
KR102624956B1 (ko) 세포 샘플 내에서 적어도 하나의 기형을 가지는 세포를 검출하기 위한 방법
Bhuiyan et al. Automatic acute lymphoblastic leukemia detection and comparative analysis from images
Anari et al. Computer-aided detection of proliferative cells and mitosis index in immunohistichemically images of meningioma
CA2377602C (fr) Appareil et procede d'imagerie de reseaux neuronaux multiples
EP1301894B1 (fr) Appareil et procede d'imagerie par reseaux neuronaux multiples
Ruberto et al. A leucocytes count system from blood smear images.
Arunachalam Applications of Machine learning and Image processing techniques in the detection of leukemia
Chitra et al. Detection of aml in blood microscopic images using local binary pattern and supervised classifier
Hibbard et al. Automated recognition and mapping of immunolabelled neurons in the developing brain
Sangole et al. Malaria diagnosis using microscopic imaging
Das et al. A texture based approach for automatic identification of benign and malignant tumor from FNAC images

Legal Events

Date Code Title Description
EEER Examination request
MKEX Expiry

Effective date: 20210426