CN101154301B - 分类方法和设备 - Google Patents

分类方法和设备 Download PDF

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Publication number
CN101154301B
CN101154301B CN200710181187XA CN200710181187A CN101154301B CN 101154301 B CN101154301 B CN 101154301B CN 200710181187X A CN200710181187X A CN 200710181187XA CN 200710181187 A CN200710181187 A CN 200710181187A CN 101154301 B CN101154301 B CN 101154301B
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China
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space
sigma
phi
separation
prime
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Expired - Fee Related
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CN200710181187XA
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English (en)
Chinese (zh)
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CN101154301A (zh
Inventor
G·鲍达特
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Mars Inc
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Mars Inc
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Publication of CN101154301A publication Critical patent/CN101154301A/zh
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    • G—PHYSICS
    • G07—CHECKING-DEVICES
    • G07D—HANDLING OF COINS OR VALUABLE PAPERS, e.g. TESTING, SORTING BY DENOMINATIONS, COUNTING, DISPENSING, CHANGING OR DEPOSITING
    • G07D5/00—Testing specially adapted to determine the identity or genuineness of coins, e.g. for segregating coins which are unacceptable or alien to a currency
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F18/00—Pattern recognition
    • G06F18/20—Analysing
    • G06F18/21—Design or setup of recognition systems or techniques; Extraction of features in feature space; Blind source separation
    • G06F18/213—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods
    • G06F18/2132—Feature extraction, e.g. by transforming the feature space; Summarisation; Mappings, e.g. subspace methods based on discrimination criteria, e.g. discriminant analysis
    • G—PHYSICS
    • G07—CHECKING-DEVICES
    • G07D—HANDLING OF COINS OR VALUABLE PAPERS, e.g. TESTING, SORTING BY DENOMINATIONS, COUNTING, DISPENSING, CHANGING OR DEPOSITING
    • G07D7/00—Testing specially adapted to determine the identity or genuineness of valuable papers or for segregating those which are unacceptable, e.g. banknotes that are alien to a currency
    • G07D7/06—Testing specially adapted to determine the identity or genuineness of valuable papers or for segregating those which are unacceptable, e.g. banknotes that are alien to a currency using wave or particle radiation
    • G07D7/12—Visible light, infrared or ultraviolet radiation
    • G—PHYSICS
    • G07—CHECKING-DEVICES
    • G07D—HANDLING OF COINS OR VALUABLE PAPERS, e.g. TESTING, SORTING BY DENOMINATIONS, COUNTING, DISPENSING, CHANGING OR DEPOSITING
    • G07D7/00—Testing specially adapted to determine the identity or genuineness of valuable papers or for segregating those which are unacceptable, e.g. banknotes that are alien to a currency
    • G07D7/20—Testing patterns thereon

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  • Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Data Mining & Analysis (AREA)
  • Toxicology (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Evolutionary Computation (AREA)
  • General Engineering & Computer Science (AREA)
  • Evolutionary Biology (AREA)
  • Bioinformatics & Computational Biology (AREA)
  • Bioinformatics & Cheminformatics (AREA)
  • Artificial Intelligence (AREA)
  • Testing Of Coins (AREA)
  • Inspection Of Paper Currency And Valuable Securities (AREA)
  • Image Analysis (AREA)
  • Complex Calculations (AREA)
CN200710181187XA 1998-12-02 1999-12-01 分类方法和设备 Expired - Fee Related CN101154301B (zh)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
GB9826494.8 1998-12-02
GB9826494A GB2344446A (en) 1998-12-02 1998-12-02 Classifying currency items

Related Parent Applications (1)

Application Number Title Priority Date Filing Date
CNB998159891A Division CN100354897C (zh) 1998-12-02 1999-12-01 分类方法和设备

Publications (2)

Publication Number Publication Date
CN101154301A CN101154301A (zh) 2008-04-02
CN101154301B true CN101154301B (zh) 2012-06-20

Family

ID=10843520

Family Applications (2)

Application Number Title Priority Date Filing Date
CN200710181187XA Expired - Fee Related CN101154301B (zh) 1998-12-02 1999-12-01 分类方法和设备
CNB998159891A Expired - Fee Related CN100354897C (zh) 1998-12-02 1999-12-01 分类方法和设备

Family Applications After (1)

Application Number Title Priority Date Filing Date
CNB998159891A Expired - Fee Related CN100354897C (zh) 1998-12-02 1999-12-01 分类方法和设备

Country Status (9)

Country Link
US (2) US6588571B1 (enExample)
EP (2) EP1522970A1 (enExample)
JP (1) JP4723724B2 (enExample)
CN (2) CN101154301B (enExample)
AU (1) AU1580100A (enExample)
DE (1) DE69925155T2 (enExample)
ES (1) ES2241342T4 (enExample)
GB (1) GB2344446A (enExample)
WO (1) WO2000033262A1 (enExample)

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ATE322723T1 (de) * 1999-05-24 2006-04-15 Ipcentury Ag Neuronales netz zum computergestützten wissensmanagement
AUPQ136299A0 (en) * 1999-07-02 1999-07-22 Microsystem Controls Pty Ltd Coin validation
DE10045360A1 (de) * 2000-09-14 2002-03-28 Giesecke & Devrient Gmbh Verfahren zur Klassifizierung von Dokumenten
DE60033535T2 (de) * 2000-12-15 2007-10-25 Mei, Inc. Geldechtheitsprüfer
EP1516293B1 (en) 2002-06-19 2009-10-07 MEI, Inc. Currency validator
EP1434177B1 (en) * 2002-12-27 2008-09-10 MEI, Inc. Banknote validator
EP1434176A1 (en) 2002-12-27 2004-06-30 Mars, Incorporated Banknote validator
CA2559102C (en) * 2004-03-09 2013-01-15 Council Of Scientific And Industrial Research Improved fake currency detector using visual and reflective spectral response
DE102004024620A1 (de) 2004-05-18 2005-12-08 Giesecke & Devrient Gmbh Vorrichtung und Verfahren zur Prüfung von Banknoten
JP4536445B2 (ja) * 2004-07-26 2010-09-01 三菱電機株式会社 データ類別装置
US7360686B2 (en) * 2005-05-11 2008-04-22 Jp Morgan Chase Bank Method and system for discovering significant subsets in collection of documents
WO2008015489A1 (en) * 2006-07-28 2008-02-07 Mei, Inc. Classification using support vector machines and variables selection
WO2010040037A1 (en) * 2008-10-03 2010-04-08 Mei, Inc. Currency discrimination and evaluation
US8423596B2 (en) * 2009-02-05 2013-04-16 Sean Gifford Methods of multivariate data cluster separation and visualization
DE102009058439A1 (de) * 2009-12-16 2011-06-22 Giesecke & Devrient GmbH, 81677 Verfahren zur Prüfung von Wertdokumenten
DE102009058438A1 (de) * 2009-12-16 2011-06-22 Giesecke & Devrient GmbH, 81677 Verfahren zur Prüfung von Wertdokumenten
RU2421818C1 (ru) * 2010-04-08 2011-06-20 Общество С Ограниченной Ответственностью "Конструкторское Бюро "Дорс" (Ооо "Кб "Дорс") Способ классификации банкнот (варианты)
RU2438182C1 (ru) * 2010-04-08 2011-12-27 Общество С Ограниченной Ответственностью "Конструкторское Бюро "Дорс" (Ооо "Кб "Дорс") Способ обработки банкнот (варианты)
TWI423175B (zh) * 2010-09-01 2014-01-11 Univ Nat Sun Yat Sen 基於多核心支援向量機之偽鈔辨識方法
KR101232683B1 (ko) 2011-01-21 2013-02-13 노틸러스효성 주식회사 베이시안 접근법을 이용한 권종 인식 방법
KR101232684B1 (ko) 2011-01-21 2013-02-13 노틸러스효성 주식회사 베이시안 접근법을 이용한 지폐 진위 감별 방법
WO2012099435A2 (ko) * 2011-01-21 2012-07-26 노틸러스효성 주식회사 베이시안 접근법을 이용한 지폐 감별 방법
JP5933292B2 (ja) 2012-02-27 2016-06-08 グローリー株式会社 紙幣処理装置
US9036890B2 (en) 2012-06-05 2015-05-19 Outerwall Inc. Optical coin discrimination systems and methods for use with consumer-operated kiosks and the like
US8739955B1 (en) * 2013-03-11 2014-06-03 Outerwall Inc. Discriminant verification systems and methods for use in coin discrimination
GB2514156A (en) * 2013-05-15 2014-11-19 Crane Payment Solutions Ltd Money item dispensing
US9443367B2 (en) 2014-01-17 2016-09-13 Outerwall Inc. Digital image coin discrimination for use with consumer-operated kiosks and the like
EP4787345A1 (en) * 2025-01-31 2026-08-05 Glory Ltd. Sheet recognition unit, sheet handling device, sheet recognition method, and sheet recognition program

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5522491A (en) * 1992-03-10 1996-06-04 Mars Incorporated Method for the classification of a pattern, for example on a banknote or a coin
CN1153363A (zh) * 1995-04-25 1997-07-02 三洋电机株式会社 货币识别装置

Family Cites Families (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
JPS5665291A (en) * 1979-10-31 1981-06-02 Tokyo Shibaura Electric Co Discriminator for printed matter
CH676162A5 (enExample) * 1988-11-07 1990-12-14 Ascom Autelca Ag
JPH0481988A (ja) * 1990-07-24 1992-03-16 Sharp Corp クラスタリング方式
JP3741777B2 (ja) * 1996-04-15 2006-02-01 グローリー工業株式会社 紙葉類の識別方法
US6058205A (en) * 1997-01-09 2000-05-02 International Business Machines Corporation System and method for partitioning the feature space of a classifier in a pattern classification system
US6134344A (en) 1997-06-26 2000-10-17 Lucent Technologies Inc. Method and apparatus for improving the efficiency of support vector machines
US6226408B1 (en) * 1999-01-29 2001-05-01 Hnc Software, Inc. Unsupervised identification of nonlinear data cluster in multidimensional data
DE60033535T2 (de) * 2000-12-15 2007-10-25 Mei, Inc. Geldechtheitsprüfer

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US5522491A (en) * 1992-03-10 1996-06-04 Mars Incorporated Method for the classification of a pattern, for example on a banknote or a coin
CN1153363A (zh) * 1995-04-25 1997-07-02 三洋电机株式会社 货币识别装置

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
BURGES C J C.A tutorial on support vector machines for pattern recognition.《DATA MINING AND KNOWLEDGE DISCOVERY》.1998,第2卷(第2期), *
BURGES C J C.Simplified support vector decision rules.《MACHINE LEARNING PROCEEDINGS OF THE INTERNATIONAL CONFERENCE》.1996, *

Also Published As

Publication number Publication date
AU1580100A (en) 2000-06-19
EP1138026A1 (en) 2001-10-04
US7073652B2 (en) 2006-07-11
EP1522970A1 (en) 2005-04-13
JP4723724B2 (ja) 2011-07-13
JP2002531906A (ja) 2002-09-24
DE69925155D1 (de) 2005-06-09
ES2241342T3 (es) 2005-10-16
ES2241342T4 (es) 2006-05-16
US20030192765A1 (en) 2003-10-16
US6588571B1 (en) 2003-07-08
GB2344446A (en) 2000-06-07
DE69925155T2 (de) 2006-01-12
CN100354897C (zh) 2007-12-12
CN1334944A (zh) 2002-02-06
CN101154301A (zh) 2008-04-02
GB9826494D0 (en) 1999-01-27
WO2000033262A1 (en) 2000-06-08
EP1138026B1 (en) 2005-05-04

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