---
_id: '2104'
abstract:
- lang: eng
  text: Maintaining confidence in  security  documents,  especially  banknotes,  is  and  remains  a  major  concern  for  the  central  banks
    in order to maintain the stability of the economy around the world. In this paper
    we describe an image processing and  pattern  recognition  approach  which  is  based  on  the  Sound-of-Intaglio  concept  [1]  for  the  usage  in  smart  devices  such  as  smartphones.  Today,  in  many  world  regions  smartphones  are  in  use.  These  devices  become  more  and  more  computing
    units, equipped with resource-limited but effective CPUs, cameras with illumination,
    and flexible operating systems.  Hence,  it  appears  to  be  obvious,  to  apply  those  smartphones  for  banknote  authentication,  especially  for  visually
    impaired persons. However, it has to be researched, whether those devices are
    capable of processing  the  data  under the constraints of image quality and processing
    power. Our results show that it is in general possible to use such devices for
    banknote authentication applications.
author:
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Helene
  full_name: Dörksen, Helene
  id: '46416'
  last_name: Dörksen
- first_name: Eugen
  full_name: Gillich, Eugen
  id: '1706'
  last_name: Gillich
- first_name: Roland
  full_name: Hildebrand, Roland
  id: '1639'
  last_name: Hildebrand
- first_name: Jan Leif
  full_name: Hoffmann, Jan Leif
  id: '46243'
  last_name: Hoffmann
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
citation:
  ama: 'Lohweg V, Dörksen H, Gillich E, Hildebrand R, Hoffmann JL, Schaede J. Mobile
    Devices for Banknote Authentication – is it possible? In: Optical Document Security
    - The Conference on Optical Security and Counterfeit Detection III, San Francisco,
    CA, USA, January 18-20, 2012. . <i>Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection III</i>. 2012.'
  apa: 'Lohweg, V., Dörksen, H., Gillich, E., Hildebrand, R., Hoffmann, J. L., &#38;
    Schaede, J. (2012). Mobile Devices for Banknote Authentication – is it possible?
    In: Optical Document Security - The Conference on Optical Security and Counterfeit
    Detection III, San Francisco, CA, USA, January 18-20, 2012. . <i>Optical Document
    Security - The Conference on Optical Security and Counterfeit Detection III</i>.'
  bjps: '<b>Lohweg V <i>et al.</i></b> (2012) Mobile Devices for Banknote Authentication
    – Is It Possible? In: Optical Document Security - The Conference on Optical Security
    and Counterfeit Detection III, San Francisco, CA, USA, January 18-20, 2012. .
    <i>Optical Document Security - The Conference on Optical Security and Counterfeit
    Detection III</i>.'
  chicago: 'Lohweg, Volker, Helene Dörksen, Eugen Gillich, Roland Hildebrand, Jan
    Leif Hoffmann, and Johannes Schaede. “Mobile Devices for Banknote Authentication
    – Is It Possible? In: Optical Document Security - The Conference on Optical Security
    and Counterfeit Detection III, San Francisco, CA, USA, January 18-20, 2012. .”
    <i>Optical Document Security - The Conference on Optical Security and Counterfeit
    Detection III</i>, 2012.'
  chicago-de: 'Lohweg, Volker, Helene Dörksen, Eugen Gillich, Roland Hildebrand, Jan
    Leif Hoffmann und Johannes Schaede. 2012. Mobile Devices for Banknote Authentication
    – is it possible? In: Optical Document Security - The Conference on Optical Security
    and Counterfeit Detection III, San Francisco, CA, USA, January 18-20, 2012. .
    <i>Optical Document Security - The Conference on Optical Security and Counterfeit
    Detection III</i>.'
  din1505-2-1: '<span style="font-variant:small-caps;">Lohweg, Volker</span> ; <span
    style="font-variant:small-caps;">Dörksen, Helene</span> ; <span style="font-variant:small-caps;">Gillich,
    Eugen</span> ; <span style="font-variant:small-caps;">Hildebrand, Roland</span>
    ; <span style="font-variant:small-caps;">Hoffmann, Jan Leif</span> ; <span style="font-variant:small-caps;">Schaede,
    Johannes</span>: Mobile Devices for Banknote Authentication – is it possible?
    In: Optical Document Security - The Conference on Optical Security and Counterfeit
    Detection III, San Francisco, CA, USA, January 18-20, 2012. . In: <i>Optical Document
    Security - The Conference on Optical Security and Counterfeit Detection III</i>
    (2012)'
  havard: 'V. Lohweg, H. Dörksen, E. Gillich, R. Hildebrand, J.L. Hoffmann, J. Schaede,
    Mobile Devices for Banknote Authentication – is it possible? In: Optical Document
    Security - The Conference on Optical Security and Counterfeit Detection III, San
    Francisco, CA, USA, January 18-20, 2012. , Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection III. (2012).'
  ieee: 'V. Lohweg, H. Dörksen, E. Gillich, R. Hildebrand, J. L. Hoffmann, and J.
    Schaede, “Mobile Devices for Banknote Authentication – is it possible? In: Optical
    Document Security - The Conference on Optical Security and Counterfeit Detection
    III, San Francisco, CA, USA, January 18-20, 2012. ,” <i>Optical Document Security
    - The Conference on Optical Security and Counterfeit Detection III</i>, 2012.'
  mla: 'Lohweg, Volker, et al. “Mobile Devices for Banknote Authentication – Is It
    Possible? In: Optical Document Security - The Conference on Optical Security and
    Counterfeit Detection III, San Francisco, CA, USA, January 18-20, 2012. .” <i>Optical
    Document Security - The Conference on Optical Security and Counterfeit Detection
    III</i>, 2012.'
  short: V. Lohweg, H. Dörksen, E. Gillich, R. Hildebrand, J.L. Hoffmann, J. Schaede,
    Optical Document Security - The Conference on Optical Security and Counterfeit
    Detection III (2012).
  ufg: '<b>Lohweg, Volker et. al. (2012)</b>: Mobile Devices for Banknote Authentication
    – is it possible? In: Optical Document Security - The Conference on Optical Security
    and Counterfeit Detection III, San Francisco, CA, USA, January 18-20, 2012. ,
    in: <i>Optical Document Security - The Conference on Optical Security and Counterfeit
    Detection III</i>.'
  van: 'Lohweg V, Dörksen H, Gillich E, Hildebrand R, Hoffmann JL, Schaede J. Mobile
    Devices for Banknote Authentication – is it possible? In: Optical Document Security
    - The Conference on Optical Security and Counterfeit Detection III, San Francisco,
    CA, USA, January 18-20, 2012. . Optical Document Security - The Conference on
    Optical Security and Counterfeit Detection III. 2012;'
date_created: 2019-12-03T06:34:28Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
keyword:
- authentication
- anti-counterfeit features
- mobile device
- smartphone
- wavelet transform
- pattern recognition
- Sound-of-Intaglio
language:
- iso: eng
publication: Optical Document Security - The Conference on Optical Security and Counterfeit
  Detection III
status: public
title: 'Mobile Devices for Banknote Authentication – is it possible? In: Optical Document
  Security - The Conference on Optical Security and Counterfeit Detection III, San
  Francisco, CA, USA, January 18-20, 2012. '
type: journal_article
user_id: '45673'
year: 2012
...
---
_id: '2113'
abstract:
- lang: eng
  text: In this paper, we sketch an idea for the integration of singleclass support
    vector machines (SVM) into fuzzy class learning. As result,we  obtain  robust  and  transparent  rule-based  fuzzy  classification  models
    suitable for online-classification tasks. In particular, the singleclass SVM is
    employed to extend the applicability of convex fuzzy classifica-tion models to
    nonconvex datainherent structures. The key point of thisextension  is  the  preservation  of  the  interpretability  for  both,  the  classlearning
    and the classification process. The feasibility of the approach isdemonstrated
    in the context of a banknote authentication application.
author:
- first_name: Arne-Jens
  full_name: Hempel, Arne-Jens
  last_name: Hempel
- first_name: Holger
  full_name: Hähnel, Holger
  last_name: Hähnel
- first_name: Uwe
  full_name: Mönks, Uwe
  id: '1825'
  last_name: Mönks
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: 'Hempel A-J, Hähnel H, Mönks U, Lohweg V. SVM-integrated Fuzzy Pattern Classification
    for Nonconvex Data-Inherent Structures Applied to Banknote Authentication. In:
    <i>BVAu 2012 - 3. Jahresolloquium “Bildverarbeitung in Der Automation” Centrum
    Industrial IT, Lemgo,</i>. inIT-Institut für industrielle Informationstechnik;
    2012.'
  apa: Hempel, A.-J., Hähnel, H., Mönks, U., &#38; Lohweg, V. (2012). SVM-integrated
    Fuzzy Pattern Classification for Nonconvex Data-Inherent Structures Applied to
    Banknote Authentication. In <i>BVAu 2012 - 3. Jahresolloquium “Bildverarbeitung
    in der Automation” Centrum Industrial IT, Lemgo,</i>. inIT-Institut für industrielle
    Informationstechnik.
  bjps: <b>Hempel A-J <i>et al.</i></b> (2012) SVM-Integrated Fuzzy Pattern Classification
    for Nonconvex Data-Inherent Structures Applied to Banknote Authentication. <i>BVAu
    2012 - 3. Jahresolloquium ‘Bildverarbeitung in Der Automation’ Centrum Industrial
    IT, Lemgo,</i>. inIT-Institut für industrielle Informationstechnik.
  chicago: Hempel, Arne-Jens, Holger Hähnel, Uwe Mönks, and Volker Lohweg. “SVM-Integrated
    Fuzzy Pattern Classification for Nonconvex Data-Inherent Structures Applied to
    Banknote Authentication.” In <i>BVAu 2012 - 3. Jahresolloquium “Bildverarbeitung
    in Der Automation” Centrum Industrial IT, Lemgo,</i>. inIT-Institut für industrielle
    Informationstechnik, 2012.
  chicago-de: 'Hempel, Arne-Jens, Holger Hähnel, Uwe Mönks und Volker Lohweg. 2012.
    SVM-integrated Fuzzy Pattern Classification for Nonconvex Data-Inherent Structures
    Applied to Banknote Authentication. In: <i>BVAu 2012 - 3. Jahresolloquium „Bildverarbeitung
    in der Automation“ Centrum Industrial IT, Lemgo,</i>. inIT-Institut für industrielle
    Informationstechnik.'
  din1505-2-1: '<span style="font-variant:small-caps;">Hempel, Arne-Jens</span> ;
    <span style="font-variant:small-caps;">Hähnel, Holger</span> ; <span style="font-variant:small-caps;">Mönks,
    Uwe</span> ; <span style="font-variant:small-caps;">Lohweg, Volker</span>: SVM-integrated
    Fuzzy Pattern Classification for Nonconvex Data-Inherent Structures Applied to
    Banknote Authentication. In: <i>BVAu 2012 - 3. Jahresolloquium „Bildverarbeitung
    in der Automation“ Centrum Industrial IT, Lemgo,</i> : inIT-Institut für industrielle
    Informationstechnik, 2012'
  havard: 'A.-J. Hempel, H. Hähnel, U. Mönks, V. Lohweg, SVM-integrated Fuzzy Pattern
    Classification for Nonconvex Data-Inherent Structures Applied to Banknote Authentication,
    in: BVAu 2012 - 3. Jahresolloquium “Bildverarbeitung in Der Automation” Centrum
    Industrial IT, Lemgo, inIT-Institut für industrielle Informationstechnik, 2012.'
  ieee: A.-J. Hempel, H. Hähnel, U. Mönks, and V. Lohweg, “SVM-integrated Fuzzy Pattern
    Classification for Nonconvex Data-Inherent Structures Applied to Banknote Authentication,”
    in <i>BVAu 2012 - 3. Jahresolloquium “Bildverarbeitung in der Automation” Centrum
    Industrial IT, Lemgo,</i> 2012.
  mla: Hempel, Arne-Jens, et al. “SVM-Integrated Fuzzy Pattern Classification for
    Nonconvex Data-Inherent Structures Applied to Banknote Authentication.” <i>BVAu
    2012 - 3. Jahresolloquium “Bildverarbeitung in Der Automation” Centrum Industrial
    IT, Lemgo,</i> inIT-Institut für industrielle Informationstechnik, 2012.
  short: 'A.-J. Hempel, H. Hähnel, U. Mönks, V. Lohweg, in: BVAu 2012 - 3. Jahresolloquium
    “Bildverarbeitung in Der Automation” Centrum Industrial IT, Lemgo, inIT-Institut
    für industrielle Informationstechnik, 2012.'
  ufg: '<b>Hempel, Arne-Jens et. al. (2012)</b>: SVM-integrated Fuzzy Pattern Classification
    for Nonconvex Data-Inherent Structures Applied to Banknote Authentication, in:
    <i>BVAu 2012 - 3. Jahresolloquium „Bildverarbeitung in der Automation“ Centrum
    Industrial IT, Lemgo,</i>.'
  van: 'Hempel A-J, Hähnel H, Mönks U, Lohweg V. SVM-integrated Fuzzy Pattern Classification
    for Nonconvex Data-Inherent Structures Applied to Banknote Authentication. In:
    BVAu 2012 - 3 Jahresolloquium “Bildverarbeitung in der Automation” Centrum Industrial
    IT, Lemgo,. inIT-Institut für industrielle Informationstechnik; 2012.'
date_created: 2019-12-03T06:50:52Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
keyword:
- fuzzy  classification
- pattern  recognition
- single-class  support vector machine
- data mining
language:
- iso: eng
publication: BVAu 2012 - 3. Jahresolloquium "Bildverarbeitung in der Automation" Centrum
  Industrial IT, Lemgo,
publisher: inIT-Institut für industrielle Informationstechnik
status: public
title: SVM-integrated Fuzzy Pattern Classification for Nonconvex Data-Inherent Structures
  Applied to Banknote Authentication
type: conference
user_id: '45673'
year: 2012
...
---
_id: '2087'
abstract:
- lang: eng
  text: It is likely in real-world applications that only little data isavailable
    for training a knowledge-based system. We present a method forautomatically training
    the knowledge-representing membership functionsof a Fuzzy-Pattern-Classification
    system that works also when only littledata is available and the universal set
    is described insufficiently. Actually,this paper presents how the Modified-Fuzzy-Pattern-Classifier’s
    member-ship functions are trained using probability distribution functions.
author:
- first_name: Uwe
  full_name: Mönks, Uwe
  id: '1825'
  last_name: Mönks
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Denis
  full_name: Petker, Denis
  last_name: Petker
citation:
  ama: 'Mönks U, Lohweg V, Petker D. Fuzzy-Pattern-Classifier Training with Small
    Data Sets. In: <i>IPMU 2010 - International Conference on Information Processing
    and Management of Uncertainty in Knowledge Based Systems</i>. 28 Jun 2010 - 02
    July 2010, Dortmund, Germany; 2010.'
  apa: Mönks, U., Lohweg, V., &#38; Petker, D. (2010). Fuzzy-Pattern-Classifier Training
    with Small Data Sets. In <i>IPMU 2010 - International Conference on Information
    Processing and Management of Uncertainty in Knowledge Based Systems</i>. 28 Jun
    2010 - 02 July 2010, Dortmund, Germany.
  bjps: <b>Mönks U, Lohweg V and Petker D</b> (2010) Fuzzy-Pattern-Classifier Training
    with Small Data Sets. <i>IPMU 2010 - International Conference on Information Processing
    and Management of Uncertainty in Knowledge Based Systems</i>. 28 Jun 2010 - 02
    July 2010, Dortmund, Germany.
  chicago: Mönks, Uwe, Volker Lohweg, and Denis Petker. “Fuzzy-Pattern-Classifier
    Training with Small Data Sets.” In <i>IPMU 2010 - International Conference on
    Information Processing and Management of Uncertainty in Knowledge Based Systems</i>.
    28 Jun 2010 - 02 July 2010, Dortmund, Germany, 2010.
  chicago-de: 'Mönks, Uwe, Volker Lohweg und Denis Petker. 2010. Fuzzy-Pattern-Classifier
    Training with Small Data Sets. In: <i>IPMU 2010 - International Conference on
    Information Processing and Management of Uncertainty in Knowledge Based Systems</i>.
    28 Jun 2010 - 02 July 2010, Dortmund, Germany.'
  din1505-2-1: '<span style="font-variant:small-caps;">Mönks, Uwe</span> ; <span style="font-variant:small-caps;">Lohweg,
    Volker</span> ; <span style="font-variant:small-caps;">Petker, Denis</span>: Fuzzy-Pattern-Classifier
    Training with Small Data Sets. In: <i>IPMU 2010 - International Conference on
    Information Processing and Management of Uncertainty in Knowledge Based Systems</i> :
    28 Jun 2010 - 02 July 2010, Dortmund, Germany, 2010'
  havard: 'U. Mönks, V. Lohweg, D. Petker, Fuzzy-Pattern-Classifier Training with
    Small Data Sets, in: IPMU 2010 - International Conference on Information Processing
    and Management of Uncertainty in Knowledge Based Systems, 28 Jun 2010 - 02 July
    2010, Dortmund, Germany, 2010.'
  ieee: U. Mönks, V. Lohweg, and D. Petker, “Fuzzy-Pattern-Classifier Training with
    Small Data Sets,” in <i>IPMU 2010 - International Conference on Information Processing
    and Management of Uncertainty in Knowledge Based Systems</i>, 2010.
  mla: Mönks, Uwe, et al. “Fuzzy-Pattern-Classifier Training with Small Data Sets.”
    <i>IPMU 2010 - International Conference on Information Processing and Management
    of Uncertainty in Knowledge Based Systems</i>, 28 Jun 2010 - 02 July 2010, Dortmund,
    Germany, 2010.
  short: 'U. Mönks, V. Lohweg, D. Petker, in: IPMU 2010 - International Conference
    on Information Processing and Management of Uncertainty in Knowledge Based Systems,
    28 Jun 2010 - 02 July 2010, Dortmund, Germany, 2010.'
  ufg: '<b>Mönks, Uwe et. al. (2010)</b>: Fuzzy-Pattern-Classifier Training with Small
    Data Sets, in: <i>IPMU 2010 - International Conference on Information Processing
    and Management of Uncertainty in Knowledge Based Systems</i>.'
  van: 'Mönks U, Lohweg V, Petker D. Fuzzy-Pattern-Classifier Training with Small
    Data Sets. In: IPMU 2010 - International Conference on Information Processing
    and Management of Uncertainty in Knowledge Based Systems. 28 Jun 2010 - 02 July
    2010, Dortmund, Germany; 2010.'
date_created: 2019-12-02T08:15:18Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
keyword:
- Fuzzy Logic
- Probability Theory
- Fuzzy-Pattern-Classification
- Machine Learning
- Artificial Intelligence
- Pattern Recognition
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.th-owl.de/init/uploads/tx_initdb/00800426_01.pdf
oa: '1'
publication: IPMU 2010 - International Conference on Information Processing and Management
  of Uncertainty in Knowledge Based Systems
publication_status: published
publisher: 28 Jun 2010 - 02 July 2010, Dortmund, Germany
status: public
title: Fuzzy-Pattern-Classifier Training with Small Data Sets
type: conference
user_id: '45673'
year: 2010
...
---
_id: '2082'
abstract:
- lang: eng
  text: A robust vision system for the counterfeit detection of bank ATM keyboards
    is presented. The approach is based on the continuous inspection of a keyboard
    surface by the authenticity verification of coded covert surface features. For
    the surface coding suitable visual patterns on the keyboard are selected while
    considering constraints from the visual imperceptibility, robustness and geometrical
    disturbances to be encountered from the aging effects. The system’s robustness
    against varying camera-keyboard distances, lighting conditions and dirt-and-scratches
    effects is investigated. Finally, a demonstrator working in real-time is developed
    in order to publicly demonstrate the surface authentication process.
author:
- first_name: Taswar
  full_name: Iqbal, Taswar
  last_name: Iqbal
- first_name: Dinh Khoi
  full_name: Le, Dinh Khoi
  last_name: Le
- first_name: Michael
  full_name: Nolte, Michael
  last_name: Nolte
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: 'Iqbal T, Le DK, Nolte M, Lohweg V. Human Perception Based Counterfeit Detection
    for Automated Teller Machines, KI 2009, Artificial Intelligence and Automation
    . In: <i>32nd Annual Conference on Artificial Intelligence Paderborn | September
    15 – 18, 2009, Accepted for Publication</i>. Vol 5803. Lecture Notes in Computer
    Science. Berlin: Springer; 2009:347-354. doi:<a href="https://doi.org/10.1007/978-3-642-04617-9_44">https://doi.org/10.1007/978-3-642-04617-9_44</a>'
  apa: 'Iqbal, T., Le, D. K., Nolte, M., &#38; Lohweg, V. (2009). Human Perception
    Based Counterfeit Detection for Automated Teller Machines, KI 2009, Artificial
    Intelligence and Automation . In <i>32nd Annual Conference on Artificial Intelligence
    Paderborn | September 15 – 18, 2009, accepted for Publication</i> (Vol. 5803,
    pp. 347–354). Berlin: Springer. <a href="https://doi.org/10.1007/978-3-642-04617-9_44">https://doi.org/10.1007/978-3-642-04617-9_44</a>'
  bjps: '<b>Iqbal T <i>et al.</i></b> (2009) Human Perception Based Counterfeit Detection
    for Automated Teller Machines, KI 2009, Artificial Intelligence and Automation
    . <i>32nd Annual Conference on Artificial Intelligence Paderborn | September 15
    – 18, 2009, Accepted for Publication</i>, vol. 5803. Berlin: Springer, pp. 347–354.'
  chicago: 'Iqbal, Taswar, Dinh Khoi Le, Michael Nolte, and Volker Lohweg. “Human
    Perception Based Counterfeit Detection for Automated Teller Machines, KI 2009,
    Artificial Intelligence and Automation .” In <i>32nd Annual Conference on Artificial
    Intelligence Paderborn | September 15 – 18, 2009, Accepted for Publication</i>,
    5803:347–54. Lecture Notes in Computer Science. Berlin: Springer, 2009. <a href="https://doi.org/10.1007/978-3-642-04617-9_44">https://doi.org/10.1007/978-3-642-04617-9_44</a>.'
  chicago-de: 'Iqbal, Taswar, Dinh Khoi Le, Michael Nolte und Volker Lohweg. 2009.
    Human Perception Based Counterfeit Detection for Automated Teller Machines, KI
    2009, Artificial Intelligence and Automation . In: <i>32nd Annual Conference on
    Artificial Intelligence Paderborn | September 15 – 18, 2009, accepted for Publication</i>,
    5803:347–354. Lecture Notes in Computer Science. Berlin: Springer. doi:<a href="https://doi.org/10.1007/978-3-642-04617-9_44,">https://doi.org/10.1007/978-3-642-04617-9_44,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Iqbal, Taswar</span> ; <span
    style="font-variant:small-caps;">Le, Dinh Khoi</span> ; <span style="font-variant:small-caps;">Nolte,
    Michael</span> ; <span style="font-variant:small-caps;">Lohweg, Volker</span>:
    Human Perception Based Counterfeit Detection for Automated Teller Machines, KI
    2009, Artificial Intelligence and Automation . In: <i>32nd Annual Conference on
    Artificial Intelligence Paderborn | September 15 – 18, 2009, accepted for Publication</i>,
    <i>Lecture Notes in Computer Science</i>. Bd. 5803. Berlin : Springer, 2009, S. 347–354'
  havard: 'T. Iqbal, D.K. Le, M. Nolte, V. Lohweg, Human Perception Based Counterfeit
    Detection for Automated Teller Machines, KI 2009, Artificial Intelligence and
    Automation , in: 32nd Annual Conference on Artificial Intelligence Paderborn |
    September 15 – 18, 2009, Accepted for Publication, Springer, Berlin, 2009: pp.
    347–354.'
  ieee: T. Iqbal, D. K. Le, M. Nolte, and V. Lohweg, “Human Perception Based Counterfeit
    Detection for Automated Teller Machines, KI 2009, Artificial Intelligence and
    Automation ,” in <i>32nd Annual Conference on Artificial Intelligence Paderborn
    | September 15 – 18, 2009, accepted for Publication</i>, 2009, vol. 5803, pp.
    347–354.
  mla: Iqbal, Taswar, et al. “Human Perception Based Counterfeit Detection for Automated
    Teller Machines, KI 2009, Artificial Intelligence and Automation .” <i>32nd Annual
    Conference on Artificial Intelligence Paderborn | September 15 – 18, 2009, Accepted
    for Publication</i>, vol. 5803, Springer, 2009, pp. 347–54, doi:<a href="https://doi.org/10.1007/978-3-642-04617-9_44">https://doi.org/10.1007/978-3-642-04617-9_44</a>.
  short: 'T. Iqbal, D.K. Le, M. Nolte, V. Lohweg, in: 32nd Annual Conference on Artificial
    Intelligence Paderborn | September 15 – 18, 2009, Accepted for Publication, Springer,
    Berlin, 2009, pp. 347–354.'
  ufg: '<b>Iqbal, Taswar et. al. (2009)</b>: Human Perception Based Counterfeit Detection
    for Automated Teller Machines, KI 2009, Artificial Intelligence and Automation
    , in: <i>32nd Annual Conference on Artificial Intelligence Paderborn | September
    15 – 18, 2009, accepted for Publication</i> (=<i>Lecture Notes in Computer Science
    5803</i>), Berlin, S. 347–354.'
  van: 'Iqbal T, Le DK, Nolte M, Lohweg V. Human Perception Based Counterfeit Detection
    for Automated Teller Machines, KI 2009, Artificial Intelligence and Automation
    . In: 32nd Annual Conference on Artificial Intelligence Paderborn | September
    15 – 18, 2009, accepted for Publication. Berlin: Springer; 2009. p. 347–54. (Lecture
    Notes in Computer Science; vol. 5803).'
date_created: 2019-11-29T14:54:54Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: https://doi.org/10.1007/978-3-642-04617-9_44
intvolume: '      5803'
keyword:
- ATMs
- human perception
- counterfeit resistance
- digital authentication
- surface coding
- pattern recognition
language:
- iso: eng
main_file_link:
- url: https://link.springer.com/chapter/10.1007/978-3-642-04617-9_44
page: 347-354
place: Berlin
publication: 32nd Annual Conference on Artificial Intelligence Paderborn | September
  15 – 18, 2009, accepted for Publication
publication_identifier:
  eisbn:
  - 978-3-642-04617-9
  isbn:
  - 978-3-642-04616-2
publication_status: published
publisher: Springer
series_title: Lecture Notes in Computer Science
status: public
title: 'Human Perception Based Counterfeit Detection for Automated Teller Machines,
  KI 2009, Artificial Intelligence and Automation '
type: conference
user_id: '45673'
volume: 5803
year: 2009
...
---
_id: '2069'
abstract:
- lang: eng
  text: 'During printed product manufacturing, measures are taken to ensure a certain
    level of printing quality and security via authentification  methods.  This  is  particularly  true  in  the  field  of  security  printing,  where  the  quality  standards,  which  must
    be reached by the end-products, i.e. banknotes, security documents and the like,
    are very high.  It  is  accepted,  that  print  defects  are  generated  because  printing  parameters  but  also  machine  parameters  will  change  unnoticed
    in production. Therefore, a new concept for a multi-sensory adaptive learning
    and classification model based on  Fuzzy-Pattern-Classifiers  for  data  inspection,  authentification  and  machine  conditioning  is  proposed.  This  kind  of  inspection
    concept, which combines optical, acoustical and other machine information, produces
    a large amount of data, which leads to multivariate methods for data analysis.
    Multivariate methods are useful for analysis of large and complex data  sets  that  consist  of  many  variables  measured  on  large  numbers  of  physical  data.  A  general  aim  is  to  improve  the  known  inspection  techniques  and  propose  an  inspection  methodology  that  can  ensure  a  comprehensive  quality  control  of  the  printed  substrates  processed  by  printing  presses,  especially  printing  presses  which  are  designed  to  process  substrates
    used in the course of the production of banknotes, security documents and others. '
author:
- first_name: Walter
  full_name: Dyck, Walter
  last_name: Dyck
- first_name: Thomas
  full_name: Türke, Thomas
  last_name: Türke
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: Dyck W, Türke T, Schaede J, Lohweg V. A New Concept on Quality Inspection and
    Machine Conditioning for Security Prints. <i>Optical Document Security - The 2008
    Conference on Optical Security and Counterfeit Deterrence; Reconnaissance International
    Publishers and Consultants, San Francisco, CA, USA</i>. 2008.
  apa: Dyck, W., Türke, T., Schaede, J., &#38; Lohweg, V. (2008). A New Concept on
    Quality Inspection and Machine Conditioning for Security Prints. <i>Optical Document
    Security - The 2008 Conference on Optical Security and Counterfeit Deterrence;
    Reconnaissance International Publishers and Consultants, San Francisco, CA, USA</i>.
  bjps: <b>Dyck W <i>et al.</i></b> (2008) A New Concept on Quality Inspection and
    Machine Conditioning for Security Prints. <i>Optical Document Security - The 2008
    Conference on Optical Security and Counterfeit Deterrence; Reconnaissance International
    Publishers and Consultants, San Francisco, CA, USA</i>.
  chicago: Dyck, Walter, Thomas Türke, Johannes Schaede, and Volker Lohweg. “A New
    Concept on Quality Inspection and Machine Conditioning for Security Prints.” <i>Optical
    Document Security - The 2008 Conference on Optical Security and Counterfeit Deterrence;
    Reconnaissance International Publishers and Consultants, San Francisco, CA, USA</i>,
    2008.
  chicago-de: Dyck, Walter, Thomas Türke, Johannes Schaede und Volker Lohweg. 2008.
    A New Concept on Quality Inspection and Machine Conditioning for Security Prints.
    <i>Optical Document Security - The 2008 Conference on Optical Security and Counterfeit
    Deterrence; Reconnaissance International Publishers and Consultants, San Francisco,
    CA, USA</i>.
  din1505-2-1: '<span style="font-variant:small-caps;">Dyck, Walter</span> ; <span
    style="font-variant:small-caps;">Türke, Thomas</span> ; <span style="font-variant:small-caps;">Schaede,
    Johannes</span> ; <span style="font-variant:small-caps;">Lohweg, Volker</span>:
    A New Concept on Quality Inspection and Machine Conditioning for Security Prints.
    In: <i>Optical Document Security - The 2008 Conference on Optical Security and
    Counterfeit Deterrence; Reconnaissance International Publishers and Consultants,
    San Francisco, CA, USA</i> (2008)'
  havard: W. Dyck, T. Türke, J. Schaede, V. Lohweg, A New Concept on Quality Inspection
    and Machine Conditioning for Security Prints, Optical Document Security - The
    2008 Conference on Optical Security and Counterfeit Deterrence; Reconnaissance
    International Publishers and Consultants, San Francisco, CA, USA. (2008).
  ieee: W. Dyck, T. Türke, J. Schaede, and V. Lohweg, “A New Concept on Quality Inspection
    and Machine Conditioning for Security Prints,” <i>Optical Document Security -
    The 2008 Conference on Optical Security and Counterfeit Deterrence; Reconnaissance
    International Publishers and Consultants, San Francisco, CA, USA</i>, 2008.
  mla: Dyck, Walter, et al. “A New Concept on Quality Inspection and Machine Conditioning
    for Security Prints.” <i>Optical Document Security - The 2008 Conference on Optical
    Security and Counterfeit Deterrence; Reconnaissance International Publishers and
    Consultants, San Francisco, CA, USA</i>, 2008.
  short: W. Dyck, T. Türke, J. Schaede, V. Lohweg, Optical Document Security - The
    2008 Conference on Optical Security and Counterfeit Deterrence; Reconnaissance
    International Publishers and Consultants, San Francisco, CA, USA (2008).
  ufg: '<b>Dyck, Walter et. al. (2008)</b>: A New Concept on Quality Inspection and
    Machine Conditioning for Security Prints, in: <i>Optical Document Security - The
    2008 Conference on Optical Security and Counterfeit Deterrence; Reconnaissance
    International Publishers and Consultants, San Francisco, CA, USA</i>.'
  van: Dyck W, Türke T, Schaede J, Lohweg V. A New Concept on Quality Inspection and
    Machine Conditioning for Security Prints. Optical Document Security - The 2008
    Conference on Optical Security and Counterfeit Deterrence; Reconnaissance International
    Publishers and Consultants, San Francisco, CA, USA. 2008;
date_created: 2019-11-29T14:02:12Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
keyword:
- authentification
- anti-counterfeit features
- inspection
- quality
- sensor fusion
- pattern recognition
language:
- iso: eng
publication: Optical Document Security - The 2008 Conference on Optical Security and
  Counterfeit Deterrence; Reconnaissance International Publishers and Consultants,
  San Francisco, CA, USA
status: public
title: A New Concept on Quality Inspection and Machine Conditioning for Security Prints
type: journal_article
user_id: '45673'
year: 2008
...
---
_id: '2058'
abstract:
- lang: eng
  text: Nonlinear spatial transforms and fuzzy pattern classification with unimodal
    potential functions are established in signal processing. They have proved to
    be excellent tools in feature extraction and classification. In this paper we
    present a hardware accelerated image processing and classification scheme for
    rotation and translation tolerant two-dimensional pattern recognition, which is
    based on one-dimensional nonlinear discrete circular transforms. However, the
    scheme is simple; it is stable and therefore well suited for industrial applications.
    An implementation on one field programmable gate array (FPGA) is proposed.
author:
- first_name: Tobias
  full_name: Henke, Tobias
  last_name: Henke
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: 'Henke T, Lohweg V. A Simplified Scheme For Hardware-Based Pattern Recognition.
    In: <i>IEEE International Conference On Image Processing (ICIP), Proceedings</i>.
    Genova: IEEE; 2005:349-352. doi:<a href="https://doi.org/ 10.1109/ICIP.2005.1529759">
    10.1109/ICIP.2005.1529759</a>'
  apa: 'Henke, T., &#38; Lohweg, V. (2005). A Simplified Scheme For Hardware-Based
    Pattern Recognition. In <i>IEEE International Conference On Image Processing (ICIP),
    Proceedings</i> (pp. 349–352). Genova: IEEE. <a href="https://doi.org/ 10.1109/ICIP.2005.1529759">https://doi.org/
    10.1109/ICIP.2005.1529759</a>'
  bjps: '<b>Henke T and Lohweg V</b> (2005) A Simplified Scheme For Hardware-Based
    Pattern Recognition. <i>IEEE International Conference On Image Processing (ICIP),
    Proceedings</i>. Genova: IEEE, pp. 349–352.'
  chicago: 'Henke, Tobias, and Volker Lohweg. “A Simplified Scheme For Hardware-Based
    Pattern Recognition.” In <i>IEEE International Conference On Image Processing
    (ICIP), Proceedings</i>, 349–52. Genova: IEEE, 2005. <a href="https://doi.org/
    10.1109/ICIP.2005.1529759">https://doi.org/ 10.1109/ICIP.2005.1529759</a>.'
  chicago-de: 'Henke, Tobias und Volker Lohweg. 2005. A Simplified Scheme For Hardware-Based
    Pattern Recognition. In: <i>IEEE International Conference On Image Processing
    (ICIP), Proceedings</i>, 349–352. Genova: IEEE. doi:<a href="https://doi.org/
    10.1109/ICIP.2005.1529759,"> 10.1109/ICIP.2005.1529759,</a> .'
  din1505-2-1: '<span style="font-variant:small-caps;">Henke, Tobias</span> ; <span
    style="font-variant:small-caps;">Lohweg, Volker</span>: A Simplified Scheme For
    Hardware-Based Pattern Recognition. In: <i>IEEE International Conference On Image
    Processing (ICIP), Proceedings</i>. Genova : IEEE, 2005, S. 349–352'
  havard: 'T. Henke, V. Lohweg, A Simplified Scheme For Hardware-Based Pattern Recognition,
    in: IEEE International Conference On Image Processing (ICIP), Proceedings, IEEE,
    Genova, 2005: pp. 349–352.'
  ieee: T. Henke and V. Lohweg, “A Simplified Scheme For Hardware-Based Pattern Recognition,”
    in <i>IEEE International Conference On Image Processing (ICIP), Proceedings</i>,
    2005, pp. 349–352.
  mla: Henke, Tobias, and Volker Lohweg. “A Simplified Scheme For Hardware-Based Pattern
    Recognition.” <i>IEEE International Conference On Image Processing (ICIP), Proceedings</i>,
    IEEE, 2005, pp. 349–52, doi:<a href="https://doi.org/ 10.1109/ICIP.2005.1529759">
    10.1109/ICIP.2005.1529759</a>.
  short: 'T. Henke, V. Lohweg, in: IEEE International Conference On Image Processing
    (ICIP), Proceedings, IEEE, Genova, 2005, pp. 349–352.'
  ufg: '<b>Henke, Tobias/Lohweg, Volker (2005)</b>: A Simplified Scheme For Hardware-Based
    Pattern Recognition, in: <i>IEEE International Conference On Image Processing
    (ICIP), Proceedings</i>, Genova, S. 349–352.'
  van: 'Henke T, Lohweg V. A Simplified Scheme For Hardware-Based Pattern Recognition.
    In: IEEE International Conference On Image Processing (ICIP), Proceedings. Genova:
    IEEE; 2005. p. 349–52.'
date_created: 2019-11-29T13:17:49Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: ' 10.1109/ICIP.2005.1529759'
keyword:
- Pattern recognition
- Field programmable gate arrays
- Neural networks
- Image processing
- Discrete transforms
- Signal processing
- Image retrieval
- Image recognition
- Transient analysis
- Fuzzy systems
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=1529759
page: 349 - 352
place: Genova
publication: IEEE International Conference On Image Processing (ICIP), Proceedings
publication_identifier:
  eissn:
  - '2381-8549 '
  isbn:
  - 0-7803-9134-9
  issn:
  - '1522-4880 '
publication_status: published
publisher: IEEE
status: public
title: A Simplified Scheme For Hardware-Based Pattern Recognition
type: conference
user_id: '45673'
year: 2005
...
---
_id: '2056'
abstract:
- lang: eng
  text: Nonlinear spatial transforms and fuzzy pattern classification with unimodal
    potential functions are established in signal processing. They have proved to
    be excellent tools in feature extraction and classification. In this paper, we
    will present a hardware-accelerated image processing and classification system
    which is implemented on one field-programmable gate array (FPGA). Nonlinear discrete
    circular transforms generate a feature vector. The features are analyzed by a
    fuzzy classifier. This principle can be used for feature extraction, pattern recognition,
    and classification tasks. Implementation in radix-2 structures is possible, allowing
    fast calculations with a computational complexity of up to. Furthermore, the pattern
    separability properties of these transforms are better than those achieved with
    the well-known method based on the power spectrum of the Fourier Transform, or
    on several other transforms. Using different signal flow structures, the transforms
    can be adapted to different image and signal processing applications.
author:
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Carsten
  full_name: Diederichs, Carsten
  id: '44209'
  last_name: Diederichs
- first_name: Dietmar
  full_name: Müller, Dietmar
  last_name: Müller
citation:
  ama: 'Lohweg V, Diederichs C, Müller D. Algorithms for Hardware-Based Pattern Recognition.
    <i>EURASIP journal on applied signal processing : a publication of the European
    Association for Speech, Signal, and Image Processing </i>. 2004;12(1):1912-1920.
    doi:<a href="https://doi.org/10.1155/S1110865704404247">https://doi.org/10.1155/S1110865704404247</a>'
  apa: 'Lohweg, V., Diederichs, C., &#38; Müller, D. (2004). Algorithms for Hardware-Based
    Pattern Recognition. <i>EURASIP Journal on Applied Signal Processing : A Publication
    of the European Association for Speech, Signal, and Image Processing </i>, <i>12</i>(1),
    1912–1920. <a href="https://doi.org/10.1155/S1110865704404247">https://doi.org/10.1155/S1110865704404247</a>'
  bjps: '<b>Lohweg V, Diederichs C and Müller D</b> (2004) Algorithms for Hardware-Based
    Pattern Recognition. <i>EURASIP journal on applied signal processing : a publication
    of the European Association for Speech, Signal, and Image Processing </i> <b>12</b>,
    1912–1920.'
  chicago: 'Lohweg, Volker, Carsten Diederichs, and Dietmar Müller. “Algorithms for
    Hardware-Based Pattern Recognition.” <i>EURASIP Journal on Applied Signal Processing :
    A Publication of the European Association for Speech, Signal, and Image Processing
    </i> 12, no. 1 (2004): 1912–20. <a href="https://doi.org/10.1155/S1110865704404247">https://doi.org/10.1155/S1110865704404247</a>.'
  chicago-de: 'Lohweg, Volker, Carsten Diederichs und Dietmar Müller. 2004. Algorithms
    for Hardware-Based Pattern Recognition. <i>EURASIP journal on applied signal processing :
    a publication of the European Association for Speech, Signal, and Image Processing
    </i> 12, Nr. 1: 1912–1920. doi:<a href="https://doi.org/10.1155/S1110865704404247,">https://doi.org/10.1155/S1110865704404247,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Lohweg, Volker</span> ; <span
    style="font-variant:small-caps;">Diederichs, Carsten</span> ; <span style="font-variant:small-caps;">Müller,
    Dietmar</span>: Algorithms for Hardware-Based Pattern Recognition. In: <i>EURASIP
    journal on applied signal processing : a publication of the European Association
    for Speech, Signal, and Image Processing </i> Bd. 12. Akron, Ohio, Hindawi Publ.
    (2004), Nr. 1, S. 1912–1920'
  havard: 'V. Lohweg, C. Diederichs, D. Müller, Algorithms for Hardware-Based Pattern
    Recognition, EURASIP Journal on Applied Signal Processing : A Publication of the
    European Association for Speech, Signal, and Image Processing . 12 (2004) 1912–1920.'
  ieee: 'V. Lohweg, C. Diederichs, and D. Müller, “Algorithms for Hardware-Based Pattern
    Recognition,” <i>EURASIP journal on applied signal processing : a publication
    of the European Association for Speech, Signal, and Image Processing </i>, vol.
    12, no. 1, pp. 1912–1920, 2004.'
  mla: 'Lohweg, Volker, et al. “Algorithms for Hardware-Based Pattern Recognition.”
    <i>EURASIP Journal on Applied Signal Processing : A Publication of the European
    Association for Speech, Signal, and Image Processing </i>, vol. 12, no. 1, Hindawi
    Publ., 2004, pp. 1912–20, doi:<a href="https://doi.org/10.1155/S1110865704404247">https://doi.org/10.1155/S1110865704404247</a>.'
  short: 'V. Lohweg, C. Diederichs, D. Müller, EURASIP Journal on Applied Signal Processing :
    A Publication of the European Association for Speech, Signal, and Image Processing  12
    (2004) 1912–1920.'
  ufg: '<b>Lohweg, Volker et. al. (2004)</b>: Algorithms for Hardware-Based Pattern
    Recognition, in: <i>EURASIP journal on applied signal processing : a publication
    of the European Association for Speech, Signal, and Image Processing </i> <i>12</i>
    (<i>1</i>), S. 1912–1920.'
  van: 'Lohweg V, Diederichs C, Müller D. Algorithms for Hardware-Based Pattern Recognition.
    EURASIP journal on applied signal processing : a publication of the European Association
    for Speech, Signal, and Image Processing . 2004;12(1):1912–20.'
date_created: 2019-11-29T13:09:05Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: https://doi.org/10.1155/S1110865704404247
intvolume: '        12'
issue: '1'
keyword:
- image processing
- nonlinear circular transforms
- feature extraction
- fuzzy pattern recognition
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://asp-eurasipjournals.springeropen.com/track/pdf/10.1155/S1110865704404247
oa: '1'
page: 1912-1920
place: Akron, Ohio
publication: 'EURASIP journal on applied signal processing : a publication of the
  European Association for Speech, Signal, and Image Processing '
publication_identifier:
  issn:
  - '1110-8657 '
publication_status: published
publisher: Hindawi Publ.
status: public
title: Algorithms for Hardware-Based Pattern Recognition
type: journal_article
user_id: '15514'
volume: 12
year: 2004
...
