---
_id: '1991'
author:
- first_name: Mark
  full_name: Funk, Mark
  id: '52473'
  last_name: Funk
- first_name: Matthias
  full_name: Scharf, Matthias
  id: '65179'
  last_name: Scharf
- first_name: Helene
  full_name: Dörksen, Helene
  id: '46416'
  last_name: Dörksen
- first_name: Hans-Jürgen
  full_name: Danneel, Hans-Jürgen
  id: '12231'
  last_name: Danneel
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Michael
  full_name: Hübner, Michael
  last_name: Hübner
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
- first_name: Rob
  full_name: Stierman, Rob
  last_name: Stierman
- first_name: Alexander
  full_name: Knobloch, Alexander
  last_name: Knobloch
- first_name: Dinh Khoi
  full_name: Le, Dinh Khoi
  last_name: Le
- first_name: Eugen
  full_name: Gillich, Eugen
  id: '1706'
  last_name: Gillich
- first_name: Uwe
  full_name: Mönks, Uwe
  id: '1825'
  last_name: Mönks
citation:
  ama: 'Funk M, Scharf M, Dörksen H, et al. Creating a Self-authentication System
    for Smart Banknotes. In: <i>ODS 2020 Review</i>. ; 2020.'
  apa: Funk, M., Scharf, M., Dörksen, H., Danneel, H.-J., Lohweg, V., Hübner, M.,
    Schaede, J., Stierman, R., Knobloch, A., Le, D. K., Gillich, E., &#38; Mönks,
    U. (2020). Creating a Self-authentication System for Smart Banknotes. <i>ODS 2020
    Review</i>.
  bjps: <b>Funk M <i>et al.</i></b> (2020) Creating a Self-Authentication System for
    Smart Banknotes. <i>ODS 2020 Review</i>. San Francisco, USA.
  chicago: Funk, Mark, Matthias Scharf, Helene Dörksen, Hans-Jürgen Danneel, Volker
    Lohweg, Michael Hübner, Johannes Schaede, et al. “Creating a Self-Authentication
    System for Smart Banknotes.” In <i>ODS 2020 Review</i>. San Francisco, USA., 2020.
  chicago-de: 'Funk, Mark, Matthias Scharf, Helene Dörksen, Hans-Jürgen Danneel, Volker
    Lohweg, Michael Hübner, Johannes Schaede, u. a. 2020. Creating a Self-authentication
    System for Smart Banknotes. In: <i>ODS 2020 Review</i>. San Francisco, USA.'
  din1505-2-1: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Funk,
    Mark</span> ; <span style="font-variant:small-caps;">Scharf, Matthias</span> ;
    <span style="font-variant:small-caps;">Dörksen, Helene</span> ; <span style="font-variant:small-caps;">Danneel,
    Hans-Jürgen</span> ; <span style="font-variant:small-caps;">Lohweg, Volker</span>
    ; <span style="font-variant:small-caps;">Hübner, Michael</span> ; <span style="font-variant:small-caps;">Schaede,
    Johannes</span> ; <span style="font-variant:small-caps;">Stierman, Rob</span>
    ; u. a.</span>: Creating a Self-authentication System for Smart Banknotes. In:
    <i>ODS 2020 Review</i>. San Francisco, USA., 2020'
  havard: 'M. Funk, M. Scharf, H. Dörksen, H.-J. Danneel, V. Lohweg, M. Hübner, J.
    Schaede, R. Stierman, A. Knobloch, D.K. Le, E. Gillich, U. Mönks, Creating a Self-authentication
    System for Smart Banknotes, in: ODS 2020 Review, San Francisco, USA., 2020.'
  ieee: M. Funk <i>et al.</i>, “Creating a Self-authentication System for Smart Banknotes,”
    San Francisco, 2020.
  mla: Funk, Mark, et al. “Creating a Self-Authentication System for Smart Banknotes.”
    <i>ODS 2020 Review</i>, 2020.
  short: 'M. Funk, M. Scharf, H. Dörksen, H.-J. Danneel, V. Lohweg, M. Hübner, J.
    Schaede, R. Stierman, A. Knobloch, D.K. Le, E. Gillich, U. Mönks, in: ODS 2020
    Review, San Francisco, USA., 2020.'
  ufg: '<b>Funk, Mark u. a.</b>: Creating a Self-authentication System for Smart Banknotes,
    in: o. Hg.: ODS 2020 Review, San Francisco, USA. 2020.'
  van: 'Funk M, Scharf M, Dörksen H, Danneel HJ, Lohweg V, Hübner M, et al. Creating
    a Self-authentication System for Smart Banknotes. In: ODS 2020 Review. San Francisco,
    USA.; 2020.'
conference:
  end_date: 2020-01-31
  location: San Francisco
  start_date: 2020-01-29
date_created: 2019-11-22T12:51:11Z
date_updated: 2024-05-17T13:23:21Z
department:
- _id: DEP5023
- _id: DEP4027
language:
- iso: eng
main_file_link:
- url: https://opticaldigitalsecurity.com/downloads
place: San Francisco, USA.
publication: ODS 2020 Review
publication_status: published
status: public
title: Creating a Self-authentication System for Smart Banknotes
type: conference
user_id: '83781'
year: '2020'
...
---
_id: '1992'
author:
- first_name: Philip
  full_name: Meier, Philip
  id: '58460'
  last_name: Meier
- 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: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
citation:
  ama: 'Meier P, Lohweg V, Dörksen H, Schaede J. Intaglio Style Transfer – Partially
    Automating the Intaglio Image Creation. In: <i>Optical Document Security (ODS)</i>.
    San Francisco, California; 2020.'
  apa: Meier, P., Lohweg, V., Dörksen, H., &#38; Schaede, J. (2020). Intaglio Style
    Transfer – Partially Automating the Intaglio Image Creation. In <i>Optical Document
    Security (ODS)</i>. San Francisco, California.
  bjps: <b>Meier P <i>et al.</i></b> (2020) Intaglio Style Transfer – Partially Automating
    the Intaglio Image Creation. <i>Optical Document Security (ODS)</i>. San Francisco,
    California.
  chicago: Meier, Philip, Volker Lohweg, Helene Dörksen, and Johannes Schaede. “Intaglio
    Style Transfer – Partially Automating the Intaglio Image Creation.” In <i>Optical
    Document Security (ODS)</i>. San Francisco, California, 2020.
  chicago-de: 'Meier, Philip, Volker Lohweg, Helene Dörksen und Johannes Schaede.
    2020. Intaglio Style Transfer – Partially Automating the Intaglio Image Creation.
    In: <i>Optical Document Security (ODS)</i>. San Francisco, California.'
  din1505-2-1: '<span style="font-variant:small-caps;">Meier, Philip</span> ; <span
    style="font-variant:small-caps;">Lohweg, Volker</span> ; <span style="font-variant:small-caps;">Dörksen,
    Helene</span> ; <span style="font-variant:small-caps;">Schaede, Johannes</span>:
    Intaglio Style Transfer – Partially Automating the Intaglio Image Creation. In:
    <i>Optical Document Security (ODS)</i>. San Francisco, California, 2020'
  havard: 'P. Meier, V. Lohweg, H. Dörksen, J. Schaede, Intaglio Style Transfer –
    Partially Automating the Intaglio Image Creation, in: Optical Document Security
    (ODS), San Francisco, California, 2020.'
  ieee: P. Meier, V. Lohweg, H. Dörksen, and J. Schaede, “Intaglio Style Transfer
    – Partially Automating the Intaglio Image Creation,” in <i>Optical Document Security
    (ODS)</i>, 2020.
  mla: Meier, Philip, et al. “Intaglio Style Transfer – Partially Automating the Intaglio
    Image Creation.” <i>Optical Document Security (ODS)</i>, 2020.
  short: 'P. Meier, V. Lohweg, H. Dörksen, J. Schaede, in: Optical Document Security
    (ODS), San Francisco, California, 2020.'
  ufg: '<b>Meier, Philip et. al. (2020)</b>: Intaglio Style Transfer – Partially Automating
    the Intaglio Image Creation, in: <i>Optical Document Security (ODS)</i>, San Francisco,
    California.'
  van: 'Meier P, Lohweg V, Dörksen H, Schaede J. Intaglio Style Transfer – Partially
    Automating the Intaglio Image Creation. In: Optical Document Security (ODS). San
    Francisco, California; 2020.'
date_created: 2019-11-22T12:51:12Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
place: San Francisco, California
publication: Optical Document Security (ODS)
status: public
title: Intaglio Style Transfer – Partially Automating the Intaglio Image Creation
type: conference
user_id: '68554'
year: 2020
...
---
_id: '2011'
author:
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Mark
  full_name: Funk, Mark
  id: '52473'
  last_name: Funk
- first_name: Matthias
  full_name: Scharf, Matthias
  id: '65179'
  last_name: Scharf
- first_name: Helene
  full_name: Dörksen, Helene
  id: '46416'
  last_name: Dörksen
- first_name: Hans-Jürgen
  full_name: Danneel, Hans-Jürgen
  id: '12231'
  last_name: Danneel
- first_name: Michael
  full_name: Hübner, Michael
  last_name: Hübner
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
- first_name: Emmanuel
  full_name: Thony, Emmanuel
  last_name: Thony
- first_name: Alexander
  full_name: Knobloch, Alexander
  last_name: Knobloch
- first_name: Dinh Khoi
  full_name: Lee, Dinh Khoi
  last_name: Lee
- first_name: Uwe
  full_name: Mönks, Uwe
  id: '1825'
  last_name: Mönks
- first_name: Eugen
  full_name: Gillich, Eugen
  id: '1706'
  last_name: Gillich
citation:
  ama: 'Lohweg V, Funk M, Scharf M, et al. smartBN—Intelligent Protection and Authentication
    in Payment Transactions by Smart Banknotes. In: <i>Optical Document Security -
    The Conference on Optical Security and Counterfeit Detection XII San Francisco</i>.'
  apa: Lohweg, V., Funk, M., Scharf, M., Dörksen, H., Danneel, H.-J., Hübner, M.,
    Schaede, J., Thony, E., Knobloch, A., Lee, D. K., Mönks, U., &#38; Gillich, E.
    (n.d.). smartBN—Intelligent Protection and Authentication in Payment Transactions
    by Smart Banknotes. <i>Optical Document Security - The Conference on Optical Security
    and Counterfeit Detection XII San Francisco</i>. XII. Optical Document Security
    (ODS)Conference, San Francisco, USA.
  bjps: <b>Lohweg V <i>et al.</i></b> (n.d.) SmartBN—Intelligent Protection and Authentication
    in Payment Transactions by Smart Banknotes. <i>Optical Document Security - The
    Conference on Optical Security and Counterfeit Detection XII San Francisco</i>.  CA,
    USA.
  chicago: Lohweg, Volker, Mark Funk, Matthias Scharf, Helene Dörksen, Hans-Jürgen
    Danneel, Michael Hübner, Johannes Schaede, et al. “SmartBN—Intelligent Protection
    and Authentication in Payment Transactions by Smart Banknotes.” In <i>Optical
    Document Security - The Conference on Optical Security and Counterfeit Detection
    XII San Francisco</i>.  CA, USA, n.d.
  chicago-de: 'Lohweg, Volker, Mark Funk, Matthias Scharf, Helene Dörksen, Hans-Jürgen
    Danneel, Michael Hübner, Johannes Schaede, u. a. smartBN—Intelligent Protection
    and Authentication in Payment Transactions by Smart Banknotes. In: <i>Optical
    Document Security - The Conference on Optical Security and Counterfeit Detection
    XII San Francisco</i>.  CA, USA.'
  din1505-2-1: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Lohweg,
    Volker</span> ; <span style="font-variant:small-caps;">Funk, Mark</span> ; <span
    style="font-variant:small-caps;">Scharf, Matthias</span> ; <span style="font-variant:small-caps;">Dörksen,
    Helene</span> ; <span style="font-variant:small-caps;">Danneel, Hans-Jürgen</span>
    ; <span style="font-variant:small-caps;">Hübner, Michael</span> ; <span style="font-variant:small-caps;">Schaede,
    Johannes</span> ; <span style="font-variant:small-caps;">Thony, Emmanuel</span>
    ; u. a.</span>: smartBN—Intelligent Protection and Authentication in Payment Transactions
    by Smart Banknotes. In: <i>Optical Document Security - The Conference on Optical
    Security and Counterfeit Detection XII San Francisco</i>.  CA, USA'
  havard: 'V. Lohweg, M. Funk, M. Scharf, H. Dörksen, H.-J. Danneel, M. Hübner, J.
    Schaede, E. Thony, A. Knobloch, D.K. Lee, U. Mönks, E. Gillich, smartBN—Intelligent
    Protection and Authentication in Payment Transactions by Smart Banknotes, in:
    Optical Document Security - The Conference on Optical Security and Counterfeit
    Detection XII San Francisco,  CA, USA, n.d.'
  ieee: V. Lohweg <i>et al.</i>, “smartBN—Intelligent Protection and Authentication
    in Payment Transactions by Smart Banknotes,” presented at the XII. Optical Document
    Security (ODS)Conference, San Francisco, USA.
  mla: Lohweg, Volker, et al. “SmartBN—Intelligent Protection and Authentication in
    Payment Transactions by Smart Banknotes.” <i>Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection XII San Francisco</i>.
  short: 'V. Lohweg, M. Funk, M. Scharf, H. Dörksen, H.-J. Danneel, M. Hübner, J.
    Schaede, E. Thony, A. Knobloch, D.K. Lee, U. Mönks, E. Gillich, in: Optical Document
    Security - The Conference on Optical Security and Counterfeit Detection XII San
    Francisco,  CA, USA, n.d.'
  ufg: '<b>Lohweg, Volker u. a.</b>: smartBN—Intelligent Protection and Authentication
    in Payment Transactions by Smart Banknotes, in: o. Hg.: Optical Document Security
    - The Conference on Optical Security and Counterfeit Detection XII San Francisco,  CA,
    USA o. J.'
  van: 'Lohweg V, Funk M, Scharf M, Dörksen H, Danneel HJ, Hübner M, et al. smartBN—Intelligent
    Protection and Authentication in Payment Transactions by Smart Banknotes. In:
    Optical Document Security - The Conference on Optical Security and Counterfeit
    Detection XII San Francisco.  CA, USA;'
conference:
  end_date: 2018-01-31
  location: San Francisco, USA
  name: XII. Optical Document Security (ODS)Conference
  start_date: 2018-01-29
date_created: 2019-11-25T08:35:52Z
date_updated: 2024-05-17T13:04:57Z
department:
- _id: DEP5023
- _id: DEP4027
language:
- iso: eng
place: ' CA, USA'
publication: Optical Document Security - The Conference on Optical Security and Counterfeit
  Detection XII San Francisco
publication_status: submitted
status: public
title: smartBN—Intelligent Protection and Authentication in Payment Transactions by
  Smart Banknotes
type: conference
user_id: '83781'
year: '2018'
...
---
_id: '2040'
abstract:
- lang: eng
  text: 'Banknote authentication plays a fundamental role in banknote circulation.
    Banknotes undergo some major changes in thenext years because electronic payment
    systems will get more common which will change the user behaviour. Furthermore,technologies
    of counterfeiters will improve progressively and continuously.   We propose a
    two-sage procedure for theeffective development for the design of simple electronics
    for cash handliung systems:  First, we establish a high qualityimage acquisition
    system which allows for a consistent image capture quality and is able to handle
    complex softwarealgorithms for banknote authentication.  Second, we take the algorithms
    and port them on cost-efficient hardware.  It isshown in this paper that a reliable
    authentication of almost each banknote is possible for to specialised low-cost
    systemssuch as point-of-sale cash units.'
author:
- first_name: Eugen
  full_name: Gillich, Eugen
  id: '1706'
  last_name: Gillich
- first_name: Jan Leif
  full_name: Hoffmann, Jan Leif
  id: '46243'
  last_name: Hoffmann
- first_name: Helene
  full_name: Dörksen, Helene
  id: '46416'
  last_name: Dörksen
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
citation:
  ama: 'Gillich E, Hoffmann JL, Dörksen H, Lohweg V, Schaede J. Data Collection Unit
    – A Platform for Printing Process Authentication. In: <i>Optical Document Security
    - The Conference on Optical Security and Counterfeit Detection V</i>. San Francisco,
    CA, USA ; 2016.'
  apa: Gillich, E., Hoffmann, J. L., Dörksen, H., Lohweg, V., &#38; Schaede, J. (2016).
    Data Collection Unit – A Platform for Printing Process Authentication. In <i>Optical
    Document Security - The Conference on Optical Security and Counterfeit Detection
    V</i>. San Francisco, CA, USA .
  bjps: <b>Gillich E <i>et al.</i></b> (2016) Data Collection Unit – A Platform for
    Printing Process Authentication. <i>Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection V</i>. San Francisco, CA, USA .
  chicago: Gillich, Eugen, Jan Leif Hoffmann, Helene Dörksen, Volker Lohweg, and Johannes
    Schaede. “Data Collection Unit – A Platform for Printing Process Authentication.”
    In <i>Optical Document Security - The Conference on Optical Security and Counterfeit
    Detection V</i>. San Francisco, CA, USA , 2016.
  chicago-de: 'Gillich, Eugen, Jan Leif Hoffmann, Helene Dörksen, Volker Lohweg und
    Johannes Schaede. 2016. Data Collection Unit – A Platform for Printing Process
    Authentication. In: <i>Optical Document Security - The Conference on Optical Security
    and Counterfeit Detection V</i>. San Francisco, CA, USA .'
  din1505-2-1: '<span style="font-variant:small-caps;">Gillich, Eugen</span> ; <span
    style="font-variant:small-caps;">Hoffmann, Jan Leif</span> ; <span style="font-variant:small-caps;">Dörksen,
    Helene</span> ; <span style="font-variant:small-caps;">Lohweg, Volker</span> ;
    <span style="font-variant:small-caps;">Schaede, Johannes</span>: Data Collection
    Unit – A Platform for Printing Process Authentication. In: <i>Optical Document
    Security - The Conference on Optical Security and Counterfeit Detection V</i>.
    San Francisco, CA, USA , 2016'
  havard: 'E. Gillich, J.L. Hoffmann, H. Dörksen, V. Lohweg, J. Schaede, Data Collection
    Unit – A Platform for Printing Process Authentication, in: Optical Document Security
    - The Conference on Optical Security and Counterfeit Detection V, San Francisco,
    CA, USA , 2016.'
  ieee: E. Gillich, J. L. Hoffmann, H. Dörksen, V. Lohweg, and J. Schaede, “Data Collection
    Unit – A Platform for Printing Process Authentication,” in <i>Optical Document
    Security - The Conference on Optical Security and Counterfeit Detection V</i>,
    2016.
  mla: Gillich, Eugen, et al. “Data Collection Unit – A Platform for Printing Process
    Authentication.” <i>Optical Document Security - The Conference on Optical Security
    and Counterfeit Detection V</i>, 2016.
  short: 'E. Gillich, J.L. Hoffmann, H. Dörksen, V. Lohweg, J. Schaede, in: Optical
    Document Security - The Conference on Optical Security and Counterfeit Detection
    V, San Francisco, CA, USA , 2016.'
  ufg: '<b>Gillich, Eugen et. al. (2016)</b>: Data Collection Unit – A Platform for
    Printing Process Authentication, in: <i>Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection V</i>, San Francisco, CA, USA .'
  van: 'Gillich E, Hoffmann JL, Dörksen H, Lohweg V, Schaede J. Data Collection Unit
    – A Platform for Printing Process Authentication. In: Optical Document Security
    - The Conference on Optical Security and Counterfeit Detection V. San Francisco,
    CA, USA ; 2016.'
date_created: 2019-11-26T14:43:20Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
place: 'San Francisco, CA, USA '
publication: Optical Document Security - The Conference on Optical Security and Counterfeit
  Detection V
status: public
title: Data Collection Unit – A Platform for Printing Process Authentication
type: conference
user_id: '74004'
year: 2016
...
---
_id: '2041'
author:
- 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
- first_name: Alexander
  full_name: Knobloch, Alexander
  last_name: Knobloch
citation:
  ama: 'Schaede J, Lohweg V, Knobloch A. Banknote Cash Challenges met by advancing
    Low Cost Image Analysis Tools. In: <i>Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection V</i>. San Francisco, CA, USA; 2016.'
  apa: Schaede, J., Lohweg, V., &#38; Knobloch, A. (2016). Banknote Cash Challenges
    met by advancing Low Cost Image Analysis Tools. In <i>Optical Document Security
    - The Conference on Optical Security and Counterfeit Detection V</i>. San Francisco,
    CA, USA.
  bjps: <b>Schaede J, Lohweg V and Knobloch A</b> (2016) Banknote Cash Challenges
    Met by Advancing Low Cost Image Analysis Tools. <i>Optical Document Security -
    The Conference on Optical Security and Counterfeit Detection V</i>. San Francisco,
    CA, USA.
  chicago: Schaede, Johannes, Volker Lohweg, and Alexander Knobloch. “Banknote Cash
    Challenges Met by Advancing Low Cost Image Analysis Tools.” In <i>Optical Document
    Security - The Conference on Optical Security and Counterfeit Detection V</i>.
    San Francisco, CA, USA, 2016.
  chicago-de: 'Schaede, Johannes, Volker Lohweg und Alexander Knobloch. 2016. Banknote
    Cash Challenges met by advancing Low Cost Image Analysis Tools. In: <i>Optical
    Document Security - The Conference on Optical Security and Counterfeit Detection
    V</i>. San Francisco, CA, USA.'
  din1505-2-1: '<span style="font-variant:small-caps;">Schaede, Johannes</span> ;
    <span style="font-variant:small-caps;">Lohweg, Volker</span> ; <span style="font-variant:small-caps;">Knobloch,
    Alexander</span>: Banknote Cash Challenges met by advancing Low Cost Image Analysis
    Tools. In: <i>Optical Document Security - The Conference on Optical Security and
    Counterfeit Detection V</i>. San Francisco, CA, USA, 2016'
  havard: 'J. Schaede, V. Lohweg, A. Knobloch, Banknote Cash Challenges met by advancing
    Low Cost Image Analysis Tools, in: Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection V, San Francisco, CA, USA, 2016.'
  ieee: J. Schaede, V. Lohweg, and A. Knobloch, “Banknote Cash Challenges met by advancing
    Low Cost Image Analysis Tools,” in <i>Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection V</i>, 2016.
  mla: Schaede, Johannes, et al. “Banknote Cash Challenges Met by Advancing Low Cost
    Image Analysis Tools.” <i>Optical Document Security - The Conference on Optical
    Security and Counterfeit Detection V</i>, 2016.
  short: 'J. Schaede, V. Lohweg, A. Knobloch, in: Optical Document Security - The
    Conference on Optical Security and Counterfeit Detection V, San Francisco, CA,
    USA, 2016.'
  ufg: '<b>Schaede, Johannes et. al. (2016)</b>: Banknote Cash Challenges met by advancing
    Low Cost Image Analysis Tools, in: <i>Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection V</i>, San Francisco, CA, USA.'
  van: 'Schaede J, Lohweg V, Knobloch A. Banknote Cash Challenges met by advancing
    Low Cost Image Analysis Tools. In: Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection V. San Francisco, CA, USA; 2016.'
date_created: 2019-11-26T14:43:21Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
place: San Francisco, CA, USA
publication: Optical Document Security - The Conference on Optical Security and Counterfeit
  Detection V
status: public
title: Banknote Cash Challenges met by advancing Low Cost Image Analysis Tools
type: conference
user_id: '68554'
year: 2016
...
---
_id: '2042'
abstract:
- lang: eng
  text: Today, a major part of counterfeits is produced by commercial offset printing
    machines.  The counterfeiters use mainlyraster printing (rosette printing).  Our
    approach aims at analysing the banknotes for the presence of commercial printingprocedures
    by means of intrinsic features.  For this purpose, the images are analysed in
    view to periodic printing patternsby means of the Discrete Fourier Transformation
    (DFT). The typical raster frequencies are detected. The rosette pattern isseparated
    by suppression of the remaining image frequencies and the subsequent back-transformation.
author:
- first_name: Anton
  full_name: Pfeifer, Anton
  id: '52097'
  last_name: Pfeifer
- first_name: Eugen
  full_name: Gillich, Eugen
  id: '1706'
  last_name: Gillich
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
citation:
  ama: 'Pfeifer A, Gillich E, Lohweg V, Schaede J. Detection of Commercial Offset
    Printing in Counterfeited Banknotes. In: <i>Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection V</i>. San Francisco, CA, USA; 2016.'
  apa: Pfeifer, A., Gillich, E., Lohweg, V., &#38; Schaede, J. (2016). Detection of
    Commercial Offset Printing in Counterfeited Banknotes. In <i>Optical Document
    Security - The Conference on Optical Security and Counterfeit Detection V</i>.
    San Francisco, CA, USA.
  bjps: <b>Pfeifer A <i>et al.</i></b> (2016) Detection of Commercial Offset Printing
    in Counterfeited Banknotes. <i>Optical Document Security - The Conference on Optical
    Security and Counterfeit Detection V</i>. San Francisco, CA, USA.
  chicago: Pfeifer, Anton, Eugen Gillich, Volker Lohweg, and Johannes Schaede. “Detection
    of Commercial Offset Printing in Counterfeited Banknotes.” In <i>Optical Document
    Security - The Conference on Optical Security and Counterfeit Detection V</i>.
    San Francisco, CA, USA, 2016.
  chicago-de: 'Pfeifer, Anton, Eugen Gillich, Volker Lohweg und Johannes Schaede.
    2016. Detection of Commercial Offset Printing in Counterfeited Banknotes. In:
    <i>Optical Document Security - The Conference on Optical Security and Counterfeit
    Detection V</i>. San Francisco, CA, USA.'
  din1505-2-1: '<span style="font-variant:small-caps;">Pfeifer, Anton</span> ; <span
    style="font-variant:small-caps;">Gillich, Eugen</span> ; <span style="font-variant:small-caps;">Lohweg,
    Volker</span> ; <span style="font-variant:small-caps;">Schaede, Johannes</span>:
    Detection of Commercial Offset Printing in Counterfeited Banknotes. In: <i>Optical
    Document Security - The Conference on Optical Security and Counterfeit Detection
    V</i>. San Francisco, CA, USA, 2016'
  havard: 'A. Pfeifer, E. Gillich, V. Lohweg, J. Schaede, Detection of Commercial
    Offset Printing in Counterfeited Banknotes, in: Optical Document Security - The
    Conference on Optical Security and Counterfeit Detection V, San Francisco, CA,
    USA, 2016.'
  ieee: A. Pfeifer, E. Gillich, V. Lohweg, and J. Schaede, “Detection of Commercial
    Offset Printing in Counterfeited Banknotes,” in <i>Optical Document Security -
    The Conference on Optical Security and Counterfeit Detection V</i>, 2016.
  mla: Pfeifer, Anton, et al. “Detection of Commercial Offset Printing in Counterfeited
    Banknotes.” <i>Optical Document Security - The Conference on Optical Security
    and Counterfeit Detection V</i>, 2016.
  short: 'A. Pfeifer, E. Gillich, V. Lohweg, J. Schaede, in: Optical Document Security
    - The Conference on Optical Security and Counterfeit Detection V, San Francisco,
    CA, USA, 2016.'
  ufg: '<b>Pfeifer, Anton et. al. (2016)</b>: Detection of Commercial Offset Printing
    in Counterfeited Banknotes, in: <i>Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection V</i>, San Francisco, CA, USA.'
  van: 'Pfeifer A, Gillich E, Lohweg V, Schaede J. Detection of Commercial Offset
    Printing in Counterfeited Banknotes. In: Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection V. San Francisco, CA, USA; 2016.'
date_created: 2019-11-26T14:43:23Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
place: San Francisco, CA, USA
publication: Optical Document Security - The Conference on Optical Security and Counterfeit
  Detection V
status: public
title: Detection of Commercial Offset Printing in Counterfeited Banknotes
type: conference
user_id: '74004'
year: 2016
...
---
_id: '2148'
author:
- first_name: Jürg
  full_name: Hofmann, Jürg
  last_name: Hofmann
- first_name: Eugen
  full_name: Gillich, Eugen
  id: '1706'
  last_name: Gillich
- first_name: Helene
  full_name: Dörksen, Helene
  id: '46416'
  last_name: Dörksen
- first_name: Daniel
  full_name: Chassot, Daniel
  last_name: Chassot
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
- first_name: Thomas
  full_name: Türke, Thomas
  last_name: Türke
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: 'Hofmann J, Gillich E, Dörksen H, et al. New Strategies in Image Processing
    for Standardized Intaglio Quality Analysis in the Printing Process. In: ; 2014.'
  apa: Hofmann, J., Gillich, E., Dörksen, H., Chassot, D., Schaede, J., Türke, T.,
    &#38; Lohweg, V. (2014). New Strategies in Image Processing for Standardized Intaglio
    Quality Analysis in the Printing Process.
  bjps: <b>Hofmann J <i>et al.</i></b> (2014) New Strategies in Image Processing for
    Standardized Intaglio Quality Analysis in the Printing Process.
  chicago: Hofmann, Jürg, Eugen Gillich, Helene Dörksen, Daniel Chassot, Johannes
    Schaede, Thomas Türke, and Volker Lohweg. “New Strategies in Image Processing
    for Standardized Intaglio Quality Analysis in the Printing Process.,” 2014.
  chicago-de: 'Hofmann, Jürg, Eugen Gillich, Helene Dörksen, Daniel Chassot, Johannes
    Schaede, Thomas Türke und Volker Lohweg. 2014. New Strategies in Image Processing
    for Standardized Intaglio Quality Analysis in the Printing Process. In: .'
  din1505-2-1: '<span style="font-variant:small-caps;">Hofmann, Jürg</span> ; <span
    style="font-variant:small-caps;">Gillich, Eugen</span> ; <span style="font-variant:small-caps;">Dörksen,
    Helene</span> ; <span style="font-variant:small-caps;">Chassot, Daniel</span>
    ; <span style="font-variant:small-caps;">Schaede, Johannes</span> ; <span style="font-variant:small-caps;">Türke,
    Thomas</span> ; <span style="font-variant:small-caps;">Lohweg, Volker</span>:
    New Strategies in Image Processing for Standardized Intaglio Quality Analysis
    in the Printing Process. In: , 2014'
  havard: 'J. Hofmann, E. Gillich, H. Dörksen, D. Chassot, J. Schaede, T. Türke, V.
    Lohweg, New Strategies in Image Processing for Standardized Intaglio Quality Analysis
    in the Printing Process., in: 2014.'
  ieee: J. Hofmann <i>et al.</i>, “New Strategies in Image Processing for Standardized
    Intaglio Quality Analysis in the Printing Process.,” 2014.
  mla: Hofmann, Jürg, et al. <i>New Strategies in Image Processing for Standardized
    Intaglio Quality Analysis in the Printing Process.</i> 2014.
  short: 'J. Hofmann, E. Gillich, H. Dörksen, D. Chassot, J. Schaede, T. Türke, V.
    Lohweg, in: 2014.'
  ufg: '<b>Hofmann, Jürg et. al. (2014)</b>: New Strategies in Image Processing for
    Standardized Intaglio Quality Analysis in the Printing Process., in: .'
  van: Hofmann J, Gillich E, Dörksen H, Chassot D, Schaede J, Türke T, et al. New
    Strategies in Image Processing for Standardized Intaglio Quality Analysis in the
    Printing Process. In 2014.
date_created: 2019-12-04T09:59:31Z
date_updated: 2023-03-15T13:49:39Z
department:
- _id: DEP5023
language:
- iso: eng
publication_status: published
status: public
title: New Strategies in Image Processing for Standardized Intaglio Quality Analysis
  in the Printing Process.
type: conference
user_id: '45673'
year: 2014
...
---
_id: '2129'
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 principle
    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 is obvious to apply smartphones for banknote authentication,
    especially for visually impaired persons. Our approach shows that those devices
    are capable of processing data under the constraints of image quality and processing
    power. Strictly a mobile device as such is not an industrial product for harsh
    environments, but it is possible to use mobile devices for banknote authentication.
    The concept is based on a new strategy for constructing adaptive Wavelets for
    the analysis of different print patterns on a banknote. Furthermore, a banknote
    specific feature vector is generated which describes an authentic banknote effectively
    under various illumination conditions. A multi-stage Lineardiscriminant- analysis
    classifier generates stable and reliable output.
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: Jan Leif
  full_name: Hoffmann, Jan Leif
  id: '46243'
  last_name: Hoffmann
- first_name: Roland
  full_name: Hildebrand, Roland
  id: '1639'
  last_name: Hildebrand
- first_name: Eugen
  full_name: Gillich, Eugen
  id: '1706'
  last_name: Gillich
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
- first_name: Jürg
  full_name: Hofmann, Jürg
  last_name: Hofmann
citation:
  ama: 'Lohweg V, Dörksen H, Hoffmann JL, et al. Banknote authentication with mobile
    devices. In: <i>Media Watermarking, Security, and Forensics 2013</i>. San Francisco,
    USA: (03-07.02.2013) IST/SPIE Electronic Imaging 2013; 2013. doi:<a href="https://doi.org/10.1117/12.2001444">https://doi.org/10.1117/12.2001444</a>'
  apa: 'Lohweg, V., Dörksen, H., Hoffmann, J. L., Hildebrand, R., Gillich, E., Schaede,
    J., &#38; Hofmann, J. (2013). Banknote authentication with mobile devices. In
    <i>Media Watermarking, Security, and Forensics 2013</i>. San Francisco, USA: (03-07.02.2013)
    IST/SPIE Electronic Imaging 2013. <a href="https://doi.org/10.1117/12.2001444">https://doi.org/10.1117/12.2001444</a>'
  bjps: '<b>Lohweg V <i>et al.</i></b> (2013) Banknote Authentication with Mobile
    Devices. <i>Media Watermarking, Security, and Forensics 2013</i>. San Francisco,
    USA: (03-07.02.2013) IST/SPIE Electronic Imaging 2013.'
  chicago: 'Lohweg, Volker, Helene Dörksen, Jan Leif Hoffmann, Roland Hildebrand,
    Eugen Gillich, Johannes Schaede, and Jürg Hofmann. “Banknote Authentication with
    Mobile Devices.” In <i>Media Watermarking, Security, and Forensics 2013</i>. San
    Francisco, USA: (03-07.02.2013) IST/SPIE Electronic Imaging 2013, 2013. <a href="https://doi.org/10.1117/12.2001444">https://doi.org/10.1117/12.2001444</a>.'
  chicago-de: 'Lohweg, Volker, Helene Dörksen, Jan Leif Hoffmann, Roland Hildebrand,
    Eugen Gillich, Johannes Schaede und Jürg Hofmann. 2013. Banknote authentication
    with mobile devices. In: <i>Media Watermarking, Security, and Forensics 2013</i>.
    San Francisco, USA: (03-07.02.2013) IST/SPIE Electronic Imaging 2013. doi:<a href="https://doi.org/10.1117/12.2001444,">https://doi.org/10.1117/12.2001444,</a>
    .'
  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;">Hoffmann,
    Jan Leif</span> ; <span style="font-variant:small-caps;">Hildebrand, Roland</span>
    ; <span style="font-variant:small-caps;">Gillich, Eugen</span> ; <span style="font-variant:small-caps;">Schaede,
    Johannes</span> ; <span style="font-variant:small-caps;">Hofmann, Jürg</span>:
    Banknote authentication with mobile devices. In: <i>Media Watermarking, Security,
    and Forensics 2013</i>. San Francisco, USA : (03-07.02.2013) IST/SPIE Electronic
    Imaging 2013, 2013'
  havard: 'V. Lohweg, H. Dörksen, J.L. Hoffmann, R. Hildebrand, E. Gillich, J. Schaede,
    J. Hofmann, Banknote authentication with mobile devices, in: Media Watermarking,
    Security, and Forensics 2013, (03-07.02.2013) IST/SPIE Electronic Imaging 2013,
    San Francisco, USA, 2013.'
  ieee: V. Lohweg <i>et al.</i>, “Banknote authentication with mobile devices,” in
    <i>Media Watermarking, Security, and Forensics 2013</i>, 2013.
  mla: Lohweg, Volker, et al. “Banknote Authentication with Mobile Devices.” <i>Media
    Watermarking, Security, and Forensics 2013</i>, (03-07.02.2013) IST/SPIE Electronic
    Imaging 2013, 2013, doi:<a href="https://doi.org/10.1117/12.2001444">https://doi.org/10.1117/12.2001444</a>.
  short: 'V. Lohweg, H. Dörksen, J.L. Hoffmann, R. Hildebrand, E. Gillich, J. Schaede,
    J. Hofmann, in: Media Watermarking, Security, and Forensics 2013, (03-07.02.2013)
    IST/SPIE Electronic Imaging 2013, San Francisco, USA, 2013.'
  ufg: '<b>Lohweg, Volker et. al. (2013)</b>: Banknote authentication with mobile
    devices, in: <i>Media Watermarking, Security, and Forensics 2013</i>, San Francisco,
    USA.'
  van: 'Lohweg V, Dörksen H, Hoffmann JL, Hildebrand R, Gillich E, Schaede J, et al.
    Banknote authentication with mobile devices. In: Media Watermarking, Security,
    and Forensics 2013. San Francisco, USA: (03-07.02.2013) IST/SPIE Electronic Imaging
    2013; 2013.'
date_created: 2019-12-04T09:08:30Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: https://doi.org/10.1117/12.2001444
language:
- iso: eng
place: San Francisco, USA
publication: Media Watermarking, Security, and Forensics 2013
publication_status: published
publisher: (03-07.02.2013) IST/SPIE Electronic Imaging 2013
status: public
title: Banknote authentication with mobile devices
type: conference
user_id: '45673'
year: 2013
...
---
_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: '2096'
abstract:
- lang: eng
  text: Automatic banknote sheet cut-and-bundle machines are widely used within the
    scope of banknote production. Beside the cutting-and-bundling, which is a mature
    technology, image-processing-based quality inspection for this type of machine
    is attractive. We present in this work a new real-time Touchless Counting and
    perspective cutting blade quality insurance system, based on a Color-CCD-Camera
    and a dual-core Computer, for cut-and-bundle applications in banknote production.
    The system, which applies Wavelet-based multi-scale filtering is able to count
    banknotes inside a 100-bundle within 200-300 ms depending on the window size.
author:
- first_name: Denis
  full_name: Petker, Denis
  last_name: Petker
- first_name: Thomas
  full_name: Türke, Thomas
  last_name: Türke
- first_name: Harald
  full_name: Willeke, Harald
  last_name: Willeke
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
- first_name: Eugen
  full_name: Gillich, Eugen
  id: '1706'
  last_name: Gillich
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: 'Petker D, Türke T, Willeke H, Schaede J, Gillich E, Lohweg V. Real-time Wavelet-Based
    Inline Banknote-in-Bundle Counting for Cut-and-Bundle Machines. In: <i>IST/SPIE
    Electronic Imaging 2011 Conference</i>. San Francisco, California, United States;
    2011. doi:<a href="https://doi.org/10.1117/12.872357">https://doi.org/10.1117/12.872357</a>'
  apa: Petker, D., Türke, T., Willeke, H., Schaede, J., Gillich, E., &#38; Lohweg,
    V. (2011). Real-time Wavelet-Based Inline Banknote-in-Bundle Counting for Cut-and-Bundle
    Machines. In <i>IST/SPIE Electronic Imaging 2011 Conference</i>. San Francisco,
    California, United States. <a href="https://doi.org/10.1117/12.872357">https://doi.org/10.1117/12.872357</a>
  bjps: <b>Petker D <i>et al.</i></b> (2011) Real-Time Wavelet-Based Inline Banknote-in-Bundle
    Counting for Cut-and-Bundle Machines. <i>IST/SPIE Electronic Imaging 2011 Conference</i>.
    San Francisco, California, United States.
  chicago: Petker, Denis, Thomas Türke, Harald Willeke, Johannes Schaede, Eugen Gillich,
    and Volker Lohweg. “Real-Time Wavelet-Based Inline Banknote-in-Bundle Counting
    for Cut-and-Bundle Machines.” In <i>IST/SPIE Electronic Imaging 2011 Conference</i>.
    San Francisco, California, United States, 2011. <a href="https://doi.org/10.1117/12.872357">https://doi.org/10.1117/12.872357</a>.
  chicago-de: 'Petker, Denis, Thomas Türke, Harald Willeke, Johannes Schaede, Eugen
    Gillich und Volker Lohweg. 2011. Real-time Wavelet-Based Inline Banknote-in-Bundle
    Counting for Cut-and-Bundle Machines. In: <i>IST/SPIE Electronic Imaging 2011
    Conference</i>. San Francisco, California, United States. doi:<a href="https://doi.org/10.1117/12.872357,">https://doi.org/10.1117/12.872357,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Petker, Denis</span> ; <span
    style="font-variant:small-caps;">Türke, Thomas</span> ; <span style="font-variant:small-caps;">Willeke,
    Harald</span> ; <span style="font-variant:small-caps;">Schaede, Johannes</span>
    ; <span style="font-variant:small-caps;">Gillich, Eugen</span> ; <span style="font-variant:small-caps;">Lohweg,
    Volker</span>: Real-time Wavelet-Based Inline Banknote-in-Bundle Counting for
    Cut-and-Bundle Machines. In: <i>IST/SPIE Electronic Imaging 2011 Conference</i> :
    San Francisco, California, United States, 2011'
  havard: 'D. Petker, T. Türke, H. Willeke, J. Schaede, E. Gillich, V. Lohweg, Real-time
    Wavelet-Based Inline Banknote-in-Bundle Counting for Cut-and-Bundle Machines,
    in: IST/SPIE Electronic Imaging 2011 Conference, San Francisco, California, United
    States, 2011.'
  ieee: D. Petker, T. Türke, H. Willeke, J. Schaede, E. Gillich, and V. Lohweg, “Real-time
    Wavelet-Based Inline Banknote-in-Bundle Counting for Cut-and-Bundle Machines,”
    in <i>IST/SPIE Electronic Imaging 2011 Conference</i>, 2011.
  mla: Petker, Denis, et al. “Real-Time Wavelet-Based Inline Banknote-in-Bundle Counting
    for Cut-and-Bundle Machines.” <i>IST/SPIE Electronic Imaging 2011 Conference</i>,
    San Francisco, California, United States, 2011, doi:<a href="https://doi.org/10.1117/12.872357">https://doi.org/10.1117/12.872357</a>.
  short: 'D. Petker, T. Türke, H. Willeke, J. Schaede, E. Gillich, V. Lohweg, in:
    IST/SPIE Electronic Imaging 2011 Conference, San Francisco, California, United
    States, 2011.'
  ufg: '<b>Petker, Denis et. al. (2011)</b>: Real-time Wavelet-Based Inline Banknote-in-Bundle
    Counting for Cut-and-Bundle Machines, in: <i>IST/SPIE Electronic Imaging 2011
    Conference</i>.'
  van: 'Petker D, Türke T, Willeke H, Schaede J, Gillich E, Lohweg V. Real-time Wavelet-Based
    Inline Banknote-in-Bundle Counting for Cut-and-Bundle Machines. In: IST/SPIE Electronic
    Imaging 2011 Conference. San Francisco, California, United States; 2011.'
date_created: 2019-12-02T10:36:37Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: https://doi.org/10.1117/12.872357
language:
- iso: eng
main_file_link:
- url: https://www.spiedigitallibrary.org/conference-proceedings-of-spie/7877/787703/Real-time-wavelet-based-inline-banknote-in-bundle-counting-for/10.1117/12.872357.full?SSO=1
publication: IST/SPIE Electronic Imaging 2011 Conference
publication_status: published
publisher: San Francisco, California, United States
status: public
title: Real-time Wavelet-Based Inline Banknote-in-Bundle Counting for Cut-and-Bundle
  Machines
type: conference
user_id: '45673'
year: 2011
...
---
_id: '2098'
author:
- first_name: Stefan
  full_name: Glock, Stefan
  id: '44020'
  last_name: Glock
- first_name: Karl
  full_name: Voth, Karl
  last_name: Voth
- 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: 'Glock S, Voth K, Schaede J, Lohweg V. A Framework for Possibilistic Multi-source
    Data Fusion with Monitoring of Sensor Reliability, World Conference on Soft Computing.
    In: ; 2011.'
  apa: Glock, S., Voth, K., Schaede, J., &#38; Lohweg, V. (2011). A Framework for
    Possibilistic Multi-source Data Fusion with Monitoring of Sensor Reliability,
    World Conference on Soft Computing.
  bjps: <b>Glock S <i>et al.</i></b> (2011) A Framework for Possibilistic Multi-Source
    Data Fusion with Monitoring of Sensor Reliability, World Conference on Soft Computing.
  chicago: Glock, Stefan, Karl Voth, Johannes Schaede, and Volker Lohweg. “A Framework
    for Possibilistic Multi-Source Data Fusion with Monitoring of Sensor Reliability,
    World Conference on Soft Computing,” 2011.
  chicago-de: 'Glock, Stefan, Karl Voth, Johannes Schaede und Volker Lohweg. 2011.
    A Framework for Possibilistic Multi-source Data Fusion with Monitoring of Sensor
    Reliability, World Conference on Soft Computing. In: .'
  din1505-2-1: '<span style="font-variant:small-caps;">Glock, Stefan</span> ; <span
    style="font-variant:small-caps;">Voth, Karl</span> ; <span style="font-variant:small-caps;">Schaede,
    Johannes</span> ; <span style="font-variant:small-caps;">Lohweg, Volker</span>:
    A Framework for Possibilistic Multi-source Data Fusion with Monitoring of Sensor
    Reliability, World Conference on Soft Computing. In: , 2011'
  havard: 'S. Glock, K. Voth, J. Schaede, V. Lohweg, A Framework for Possibilistic
    Multi-source Data Fusion with Monitoring of Sensor Reliability, World Conference
    on Soft Computing, in: 2011.'
  ieee: S. Glock, K. Voth, J. Schaede, and V. Lohweg, “A Framework for Possibilistic
    Multi-source Data Fusion with Monitoring of Sensor Reliability, World Conference
    on Soft Computing,” 2011.
  mla: Glock, Stefan, et al. <i>A Framework for Possibilistic Multi-Source Data Fusion
    with Monitoring of Sensor Reliability, World Conference on Soft Computing</i>.
    2011.
  short: 'S. Glock, K. Voth, J. Schaede, V. Lohweg, in: 2011.'
  ufg: '<b>Glock, Stefan et. al. (2011)</b>: A Framework for Possibilistic Multi-source
    Data Fusion with Monitoring of Sensor Reliability, World Conference on Soft Computing,
    in: .'
  van: Glock S, Voth K, Schaede J, Lohweg V. A Framework for Possibilistic Multi-source
    Data Fusion with Monitoring of Sensor Reliability, World Conference on Soft Computing.
    In 2011.
date_created: 2019-12-02T10:40:20Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
status: public
title: A Framework for Possibilistic Multi-source Data Fusion with Monitoring of Sensor
  Reliability, World Conference on Soft Computing
type: conference
user_id: '45673'
year: 2011
...
---
_id: '2084'
author:
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
citation:
  ama: 'Lohweg V, Schaede J. Document Production and Verification by Optimization
    of Feature Platform Exploitation. In: <i>Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection, San Francisco, CA, USA, January
    20-22, 2010</i>. ; 2010.'
  apa: Lohweg, V., &#38; Schaede, J. (2010). Document Production and Verification
    by Optimization of Feature Platform Exploitation. In <i>Optical Document Security
    - The Conference on Optical Security and Counterfeit Detection, San Francisco,
    CA, USA, January 20-22, 2010</i>.
  bjps: <b>Lohweg V and Schaede J</b> (2010) Document Production and Verification
    by Optimization of Feature Platform Exploitation. <i>Optical Document Security
    - The Conference on Optical Security and Counterfeit Detection, San Francisco,
    CA, USA, January 20-22, 2010</i>.
  chicago: Lohweg, Volker, and Johannes Schaede. “Document Production and Verification
    by Optimization of Feature Platform Exploitation.” In <i>Optical Document Security
    - The Conference on Optical Security and Counterfeit Detection, San Francisco,
    CA, USA, January 20-22, 2010</i>, 2010.
  chicago-de: 'Lohweg, Volker und Johannes Schaede. 2010. Document Production and
    Verification by Optimization of Feature Platform Exploitation. In: <i>Optical
    Document Security - The Conference on Optical Security and Counterfeit Detection,
    San Francisco, CA, USA, January 20-22, 2010</i>.'
  din1505-2-1: '<span style="font-variant:small-caps;">Lohweg, Volker</span> ; <span
    style="font-variant:small-caps;">Schaede, Johannes</span>: Document Production
    and Verification by Optimization of Feature Platform Exploitation. In: <i>Optical
    Document Security - The Conference on Optical Security and Counterfeit Detection,
    San Francisco, CA, USA, January 20-22, 2010</i>, 2010'
  havard: 'V. Lohweg, J. Schaede, Document Production and Verification by Optimization
    of Feature Platform Exploitation, in: Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection, San Francisco, CA, USA, January
    20-22, 2010, 2010.'
  ieee: V. Lohweg and J. Schaede, “Document Production and Verification by Optimization
    of Feature Platform Exploitation,” in <i>Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection, San Francisco, CA, USA, January
    20-22, 2010</i>, 2010.
  mla: Lohweg, Volker, and Johannes Schaede. “Document Production and Verification
    by Optimization of Feature Platform Exploitation.” <i>Optical Document Security
    - The Conference on Optical Security and Counterfeit Detection, San Francisco,
    CA, USA, January 20-22, 2010</i>, 2010.
  short: 'V. Lohweg, J. Schaede, in: Optical Document Security - The Conference on
    Optical Security and Counterfeit Detection, San Francisco, CA, USA, January 20-22,
    2010, 2010.'
  ufg: '<b>Lohweg, Volker/Schaede, Johannes (2010)</b>: Document Production and Verification
    by Optimization of Feature Platform Exploitation, in: <i>Optical Document Security
    - The Conference on Optical Security and Counterfeit Detection, San Francisco,
    CA, USA, January 20-22, 2010</i>.'
  van: 'Lohweg V, Schaede J. Document Production and Verification by Optimization
    of Feature Platform Exploitation. In: Optical Document Security - The Conference
    on Optical Security and Counterfeit Detection, San Francisco, CA, USA, January
    20-22, 2010. 2010.'
date_created: 2019-12-02T08:01:27Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
publication: Optical Document Security - The Conference on Optical Security and Counterfeit
  Detection, San Francisco, CA, USA, January 20-22, 2010
status: public
title: Document Production and Verification by Optimization of Feature Platform Exploitation
type: conference
user_id: '45673'
year: 2010
...
---
_id: '2085'
author:
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Eugen
  full_name: Gillich, Eugen
  id: '1706'
  last_name: Gillich
- first_name: Stefan
  full_name: Glock, Stefan
  id: '44020'
  last_name: Glock
- first_name: Uwe
  full_name: Mönks, Uwe
  id: '1825'
  last_name: Mönks
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
citation:
  ama: 'Lohweg V, Gillich E, Glock S, Mönks U, Schaede J. Intaglio Based Banknote
    Authentication. In: <i>2. InIT KBA-Giori International Workshop on “Detection
    of Banknote Forgeries.”</i> Orell Füssli, Zürich, 22-24 March 2010; 2010.'
  apa: Lohweg, V., Gillich, E., Glock, S., Mönks, U., &#38; Schaede, J. (2010). Intaglio
    Based Banknote Authentication. In <i>2. inIT KBA-Giori International Workshop
    on “Detection of Banknote Forgeries.”</i> Orell Füssli, Zürich, 22-24 March 2010.
  bjps: <b>Lohweg V <i>et al.</i></b> (2010) Intaglio Based Banknote Authentication.
    <i>2. InIT KBA-Giori International Workshop on ‘Detection of Banknote Forgeries’</i>.
    Orell Füssli, Zürich, 22-24 March 2010.
  chicago: Lohweg, Volker, Eugen Gillich, Stefan Glock, Uwe Mönks, and Johannes Schaede.
    “Intaglio Based Banknote Authentication.” In <i>2. InIT KBA-Giori International
    Workshop on “Detection of Banknote Forgeries.”</i> Orell Füssli, Zürich, 22-24
    March 2010, 2010.
  chicago-de: 'Lohweg, Volker, Eugen Gillich, Stefan Glock, Uwe Mönks und Johannes
    Schaede. 2010. Intaglio Based Banknote Authentication. In: <i>2. inIT KBA-Giori
    International Workshop on „Detection of Banknote Forgeries“</i>. Orell Füssli,
    Zürich, 22-24 March 2010.'
  din1505-2-1: '<span style="font-variant:small-caps;">Lohweg, Volker</span> ; <span
    style="font-variant:small-caps;">Gillich, Eugen</span> ; <span style="font-variant:small-caps;">Glock,
    Stefan</span> ; <span style="font-variant:small-caps;">Mönks, Uwe</span> ; <span
    style="font-variant:small-caps;">Schaede, Johannes</span>: Intaglio Based Banknote
    Authentication. In: <i>2. inIT KBA-Giori International Workshop on „Detection
    of Banknote Forgeries“</i> : Orell Füssli, Zürich, 22-24 March 2010, 2010'
  havard: 'V. Lohweg, E. Gillich, S. Glock, U. Mönks, J. Schaede, Intaglio Based Banknote
    Authentication, in: 2. InIT KBA-Giori International Workshop on “Detection of
    Banknote Forgeries,” Orell Füssli, Zürich, 22-24 March 2010, 2010.'
  ieee: V. Lohweg, E. Gillich, S. Glock, U. Mönks, and J. Schaede, “Intaglio Based
    Banknote Authentication,” in <i>2. inIT KBA-Giori International Workshop on “Detection
    of Banknote Forgeries,”</i> 2010.
  mla: Lohweg, Volker, et al. “Intaglio Based Banknote Authentication.” <i>2. InIT
    KBA-Giori International Workshop on “Detection of Banknote Forgeries,”</i> Orell
    Füssli, Zürich, 22-24 March 2010, 2010.
  short: 'V. Lohweg, E. Gillich, S. Glock, U. Mönks, J. Schaede, in: 2. InIT KBA-Giori
    International Workshop on “Detection of Banknote Forgeries,” Orell Füssli, Zürich,
    22-24 March 2010, 2010.'
  ufg: '<b>Lohweg, Volker et. al. (2010)</b>: Intaglio Based Banknote Authentication,
    in: <i>2. inIT KBA-Giori International Workshop on „Detection of Banknote Forgeries“</i>.'
  van: 'Lohweg V, Gillich E, Glock S, Mönks U, Schaede J. Intaglio Based Banknote
    Authentication. In: 2 inIT KBA-Giori International Workshop on “Detection of Banknote
    Forgeries.” Orell Füssli, Zürich, 22-24 March 2010; 2010.'
date_created: 2019-12-02T08:03:04Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
publication: 2. inIT KBA-Giori International Workshop on "Detection of Banknote Forgeries"
publisher: Orell Füssli, Zürich, 22-24 March 2010
status: public
title: Intaglio Based Banknote Authentication
type: conference
user_id: '45673'
year: 2010
...
---
_id: '2075'
abstract:
- lang: eng
  text: Automatic sheet inspection in banknote production has been used as a standard
    quality control tool for more than a decade. As more and more print techniques
    and new security features are established, total quality in bank note printing
    must be guaranteed. This aspect has a direct impact on the research and development
    for bank note inspection systems in general in the sense of technological sustainability.
    It is accepted, that print defects are generated not only by printing parameter
    changes, but also by mechanical machine parameter changes, which 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
    and machine conditioning is proposed. 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. Therefore, the research
    and development work in this area necessitates a change in concept for banknote
    inspection in general. In this paper a new generation of FPGA (Field Programmable
    Gate Array) based real time inspection technology is presented, which allows not
    only colour inspection on banknote sheets, but has also the implementation flexibility
    for various inspection algorithms for security features, such as window threads,
    embedded threads, OVDs, watermarks, screen printing etc., and multi-sensory data
    processing. A variety of algorithms is described in the paper, which are designed
    for and implemented on FPGAs. The focus is based on algorithmic approaches
author:
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Rui
  full_name: Li, Rui
  id: '2000'
  last_name: Li
- first_name: Thomas
  full_name: Türke, Thomas
  last_name: Türke
- first_name: Harald
  full_name: Willeke, Harald
  last_name: Willeke
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
citation:
  ama: 'Lohweg V, Li R, Türke T, Willeke H, Schaede J. FPGA-based Multi-sensor Real
    Time Machine Vision for Banknote Printing. In: <i>21st Annual Symposium on IST/SPIE
    Electronic Imaging, 18 -22 January 2009,</i>. San Jose, California USA. Accepted
    for publication; 2009. doi:<a href="https://doi.org/10.1117/12.805427">https://doi.org/10.1117/12.805427</a>'
  apa: Lohweg, V., Li, R., Türke, T., Willeke, H., &#38; Schaede, J. (2009). FPGA-based
    Multi-sensor Real Time Machine Vision for Banknote Printing. In <i>21st annual
    Symposium on IST/SPIE Electronic Imaging, 18 -22 January 2009,</i>. San Jose,
    California USA. Accepted for publication. <a href="https://doi.org/10.1117/12.805427">https://doi.org/10.1117/12.805427</a>
  bjps: <b>Lohweg V <i>et al.</i></b> (2009) FPGA-Based Multi-Sensor Real Time Machine
    Vision for Banknote Printing. <i>21st Annual Symposium on IST/SPIE Electronic
    Imaging, 18 -22 January 2009,</i>. San Jose, California USA. Accepted for publication.
  chicago: Lohweg, Volker, Rui Li, Thomas Türke, Harald Willeke, and Johannes Schaede.
    “FPGA-Based Multi-Sensor Real Time Machine Vision for Banknote Printing.” In <i>21st
    Annual Symposium on IST/SPIE Electronic Imaging, 18 -22 January 2009,</i>. San
    Jose, California USA. Accepted for publication, 2009. <a href="https://doi.org/10.1117/12.805427">https://doi.org/10.1117/12.805427</a>.
  chicago-de: 'Lohweg, Volker, Rui Li, Thomas Türke, Harald Willeke und Johannes Schaede.
    2009. FPGA-based Multi-sensor Real Time Machine Vision for Banknote Printing.
    In: <i>21st annual Symposium on IST/SPIE Electronic Imaging, 18 -22 January 2009,</i>.
    San Jose, California USA. Accepted for publication. doi:<a href="https://doi.org/10.1117/12.805427,">https://doi.org/10.1117/12.805427,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Lohweg, Volker</span> ; <span
    style="font-variant:small-caps;">Li, Rui</span> ; <span style="font-variant:small-caps;">Türke,
    Thomas</span> ; <span style="font-variant:small-caps;">Willeke, Harald</span>
    ; <span style="font-variant:small-caps;">Schaede, Johannes</span>: FPGA-based
    Multi-sensor Real Time Machine Vision for Banknote Printing. In: <i>21st annual
    Symposium on IST/SPIE Electronic Imaging, 18 -22 January 2009,</i>. San Jose,
    California USA. Accepted for publication, 2009'
  havard: 'V. Lohweg, R. Li, T. Türke, H. Willeke, J. Schaede, FPGA-based Multi-sensor
    Real Time Machine Vision for Banknote Printing, in: 21st Annual Symposium on IST/SPIE
    Electronic Imaging, 18 -22 January 2009, San Jose, California USA. Accepted for
    publication, 2009.'
  ieee: V. Lohweg, R. Li, T. Türke, H. Willeke, and J. Schaede, “FPGA-based Multi-sensor
    Real Time Machine Vision for Banknote Printing,” in <i>21st annual Symposium on
    IST/SPIE Electronic Imaging, 18 -22 January 2009,</i> 2009.
  mla: Lohweg, Volker, et al. “FPGA-Based Multi-Sensor Real Time Machine Vision for
    Banknote Printing.” <i>21st Annual Symposium on IST/SPIE Electronic Imaging, 18
    -22 January 2009,</i> 2009, doi:<a href="https://doi.org/10.1117/12.805427">https://doi.org/10.1117/12.805427</a>.
  short: 'V. Lohweg, R. Li, T. Türke, H. Willeke, J. Schaede, in: 21st Annual Symposium
    on IST/SPIE Electronic Imaging, 18 -22 January 2009, San Jose, California USA.
    Accepted for publication, 2009.'
  ufg: '<b>Lohweg, Volker et. al. (2009)</b>: FPGA-based Multi-sensor Real Time Machine
    Vision for Banknote Printing, in: <i>21st annual Symposium on IST/SPIE Electronic
    Imaging, 18 -22 January 2009,</i>, San Jose, California USA. Accepted for publication.'
  van: 'Lohweg V, Li R, Türke T, Willeke H, Schaede J. FPGA-based Multi-sensor Real
    Time Machine Vision for Banknote Printing. In: 21st annual Symposium on IST/SPIE
    Electronic Imaging, 18 -22 January 2009,. San Jose, California USA. Accepted for
    publication; 2009.'
date_created: 2019-11-29T14:33:24Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: https://doi.org/10.1117/12.805427
language:
- iso: eng
main_file_link:
- url: https://www.spiedigitallibrary.org/conference-proceedings-of-spie/7251/72510S/FPGA-based-multisensor-real-time-machine-vision-for-banknote-printing/10.1117/12.805427.full
place: San Jose, California USA. Accepted for publication
publication: 21st annual Symposium on IST/SPIE Electronic Imaging, 18 -22 January
  2009,
publication_status: published
status: public
title: FPGA-based Multi-sensor Real Time Machine Vision for Banknote Printing
type: conference
user_id: '45673'
year: 2009
...
---
_id: '2076'
abstract:
- lang: eng
  text: 'Segmentation and feature extraction algorithms based on Wavelet Transform
    or Wavelet Packet Transform are established in pattern recognition. Especially
    in the field of texture analysis they are known to be practical. One difficulty
    of texture analysis was in the past the characterization of different printing
    processes. In this paper we present a new algorithmic concept to feature extraction
    of textures, printed by different printing techniques, without the necessity of
    a previous teaching phase. The typical characters of distinct printed textures
    are extracted by first order statistical moments of wavelet coefficients. The
    algorithm uses the 2D incomplete shift invariant Wavelet Packet Transform, resulting
    in a fast execution time of O(<i>N</i>log<sub>2</sub>(<i>N</i>)). Since the incomplete
    shift invariant Wavelet Packet Transform was exclusively defined for 1D-signals,
    it has been modified in this research. The application describes the detection
    of different printed security textures. '
author:
- first_name: Stefan
  full_name: Glock, Stefan
  id: '44020'
  last_name: Glock
- first_name: Eugen
  full_name: Gillich, Eugen
  id: '1706'
  last_name: Gillich
- 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: 'Glock S, Gillich E, Schaede J, Lohweg V. Feature Extraction Algorithm for
    Banknote Textures based on Incomplete Shift Invariant Wavelet Packet Transform.
    In: Denzler J, Notni G, Süße H, eds. <i>Pattern Recognition</i>. Vol 5748. Lecture
    Notes in Computer Science. Berlin: Springer; 2009:422-431. doi:<a href="https://doi.org/10.1007/978-3-642-03798-6_43">https://doi.org/10.1007/978-3-642-03798-6_43</a>'
  apa: 'Glock, S., Gillich, E., Schaede, J., &#38; Lohweg, V. (2009). Feature Extraction
    Algorithm for Banknote Textures based on Incomplete Shift Invariant Wavelet Packet
    Transform. In J. Denzler, G. Notni, &#38; H. Süße (Eds.), <i>Pattern Recognition</i>
    (Vol. 5748, pp. 422–431). Berlin: Springer. <a href="https://doi.org/10.1007/978-3-642-03798-6_43">https://doi.org/10.1007/978-3-642-03798-6_43</a>'
  bjps: '<b>Glock S <i>et al.</i></b> (2009) Feature Extraction Algorithm for Banknote
    Textures Based on Incomplete Shift Invariant Wavelet Packet Transform. In Denzler
    J, Notni G and Süße H (eds), <i>Pattern Recognition</i>, vol. 5748. Berlin: Springer,
    pp. 422–431.'
  chicago: 'Glock, Stefan, Eugen Gillich, Johannes Schaede, and Volker Lohweg. “Feature
    Extraction Algorithm for Banknote Textures Based on Incomplete Shift Invariant
    Wavelet Packet Transform.” In <i>Pattern Recognition</i>, edited by J. Denzler,
    G. Notni, and H. Süße, 5748:422–31. Lecture Notes in Computer Science. Berlin:
    Springer, 2009. <a href="https://doi.org/10.1007/978-3-642-03798-6_43">https://doi.org/10.1007/978-3-642-03798-6_43</a>.'
  chicago-de: 'Glock, Stefan, Eugen Gillich, Johannes Schaede und Volker Lohweg. 2009.
    Feature Extraction Algorithm for Banknote Textures based on Incomplete Shift Invariant
    Wavelet Packet Transform. In: <i>Pattern Recognition</i>, hg. von J. Denzler,
    G. Notni, und H. Süße, 5748:422–431. Lecture Notes in Computer Science. Berlin:
    Springer. doi:<a href="https://doi.org/10.1007/978-3-642-03798-6_43,">https://doi.org/10.1007/978-3-642-03798-6_43,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Glock, Stefan</span> ; <span
    style="font-variant:small-caps;">Gillich, Eugen</span> ; <span style="font-variant:small-caps;">Schaede,
    Johannes</span> ; <span style="font-variant:small-caps;">Lohweg, Volker</span>:
    Feature Extraction Algorithm for Banknote Textures based on Incomplete Shift Invariant
    Wavelet Packet Transform. In: <span style="font-variant:small-caps;">Denzler,
    J.</span> ; <span style="font-variant:small-caps;">Notni, G.</span> ; <span style="font-variant:small-caps;">Süße,
    H.</span> (Hrsg.): <i>Pattern Recognition</i>, <i>Lecture Notes in Computer Science</i>.
    Bd. 5748. Berlin : Springer, 2009, S. 422–431'
  havard: 'S. Glock, E. Gillich, J. Schaede, V. Lohweg, Feature Extraction Algorithm
    for Banknote Textures based on Incomplete Shift Invariant Wavelet Packet Transform,
    in: J. Denzler, G. Notni, H. Süße (Eds.), Pattern Recognition, Springer, Berlin,
    2009: pp. 422–431.'
  ieee: 'S. Glock, E. Gillich, J. Schaede, and V. Lohweg, “Feature Extraction Algorithm
    for Banknote Textures based on Incomplete Shift Invariant Wavelet Packet Transform,”
    in <i>Pattern Recognition</i>, vol. 5748, J. Denzler, G. Notni, and H. Süße, Eds.
    Berlin: Springer, 2009, pp. 422–431.'
  mla: Glock, Stefan, et al. “Feature Extraction Algorithm for Banknote Textures Based
    on Incomplete Shift Invariant Wavelet Packet Transform.” <i>Pattern Recognition</i>,
    edited by J. Denzler et al., vol. 5748, Springer, 2009, pp. 422–31, doi:<a href="https://doi.org/10.1007/978-3-642-03798-6_43">https://doi.org/10.1007/978-3-642-03798-6_43</a>.
  short: 'S. Glock, E. Gillich, J. Schaede, V. Lohweg, in: J. Denzler, G. Notni, H.
    Süße (Eds.), Pattern Recognition, Springer, Berlin, 2009, pp. 422–431.'
  ufg: '<b>Glock, Stefan et. al. (2009)</b>: Feature Extraction Algorithm for Banknote
    Textures based on Incomplete Shift Invariant Wavelet Packet Transform, in: J.
    Denzler et. al. (Hgg.): <i>Pattern Recognition</i> (=<i>Lecture Notes in Computer
    Science 5748</i>), Berlin, S. 422–431.'
  van: 'Glock S, Gillich E, Schaede J, Lohweg V. Feature Extraction Algorithm for
    Banknote Textures based on Incomplete Shift Invariant Wavelet Packet Transform.
    In: Denzler J, Notni G, Süße H, editors. Pattern Recognition. Berlin: Springer;
    2009. p. 422–31. (Lecture Notes in Computer Science; vol. 5748).'
conference:
  end_date: 2009-11-11
  name: The 31st annual pattern recognition symposium of the German Association for
    Pattern Recognition DAGM (Deutsche Arbeitsgemeinschaft für Mustererkennung DAGM
    e.V.) September 9-11, 2009, accepted for publication
  start_date: 2009-11-09
date_created: 2019-11-29T14:35:35Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: https://doi.org/10.1007/978-3-642-03798-6_43
editor:
- first_name: J.
  full_name: Denzler, J.
  last_name: Denzler
- first_name: G.
  full_name: Notni, G.
  last_name: Notni
- first_name: H.
  full_name: Süße, H.
  last_name: Süße
intvolume: '      5748'
keyword:
- Discrete Wavelet Transform
- Wavelet Transform
- Wavelet Packet
- Decomposition Level
- Printing Technique
language:
- iso: eng
main_file_link:
- url: https://link.springer.com/chapter/10.1007/978-3-642-03798-6_43
page: 422-431
place: Berlin
publication: Pattern Recognition
publication_identifier:
  eisbn:
  - 978-3-642-03798-6
  isbn:
  - 978-3-642-03797-9
publication_status: published
publisher: Springer
series_title: Lecture Notes in Computer Science
status: public
title: Feature Extraction Algorithm for Banknote Textures based on Incomplete Shift
  Invariant Wavelet Packet Transform
type: book_chapter
user_id: '45673'
volume: 5748
year: 2009
...
---
_id: '2078'
author:
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Eugen
  full_name: Gillich, Eugen
  id: '1706'
  last_name: Gillich
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
citation:
  ama: 'Lohweg V, Gillich E, Schaede J. New Concepts in Banknote Authentication. In:
    <i>InIT KBA-Giori International Workshop on “Detection of Banknote Forgeries”,
    Blomberg, 10-12 August 2009</i>. ; 2009.'
  apa: Lohweg, V., Gillich, E., &#38; Schaede, J. (2009). New Concepts in Banknote
    Authentication. In <i>inIT KBA-Giori International Workshop on “Detection of Banknote
    Forgeries”, Blomberg, 10-12 August 2009</i>.
  bjps: <b>Lohweg V, Gillich E and Schaede J</b> (2009) New Concepts in Banknote Authentication.
    <i>InIT KBA-Giori International Workshop on ‘Detection of Banknote Forgeries’,
    Blomberg, 10-12 August 2009</i>.
  chicago: Lohweg, Volker, Eugen Gillich, and Johannes Schaede. “New Concepts in Banknote
    Authentication.” In <i>InIT KBA-Giori International Workshop on “Detection of
    Banknote Forgeries”, Blomberg, 10-12 August 2009</i>, 2009.
  chicago-de: 'Lohweg, Volker, Eugen Gillich und Johannes Schaede. 2009. New Concepts
    in Banknote Authentication. In: <i>inIT KBA-Giori International Workshop on „Detection
    of Banknote Forgeries“, Blomberg, 10-12 August 2009</i>.'
  din1505-2-1: '<span style="font-variant:small-caps;">Lohweg, Volker</span> ; <span
    style="font-variant:small-caps;">Gillich, Eugen</span> ; <span style="font-variant:small-caps;">Schaede,
    Johannes</span>: New Concepts in Banknote Authentication. In: <i>inIT KBA-Giori
    International Workshop on „Detection of Banknote Forgeries“, Blomberg, 10-12 August
    2009</i>, 2009'
  havard: 'V. Lohweg, E. Gillich, J. Schaede, New Concepts in Banknote Authentication,
    in: InIT KBA-Giori International Workshop on “Detection of Banknote Forgeries”,
    Blomberg, 10-12 August 2009, 2009.'
  ieee: V. Lohweg, E. Gillich, and J. Schaede, “New Concepts in Banknote Authentication,”
    in <i>inIT KBA-Giori International Workshop on “Detection of Banknote Forgeries”,
    Blomberg, 10-12 August 2009</i>, 2009.
  mla: Lohweg, Volker, et al. “New Concepts in Banknote Authentication.” <i>InIT KBA-Giori
    International Workshop on “Detection of Banknote Forgeries”, Blomberg, 10-12 August
    2009</i>, 2009.
  short: 'V. Lohweg, E. Gillich, J. Schaede, in: InIT KBA-Giori International Workshop
    on “Detection of Banknote Forgeries”, Blomberg, 10-12 August 2009, 2009.'
  ufg: '<b>Lohweg, Volker et. al. (2009)</b>: New Concepts in Banknote Authentication,
    in: <i>inIT KBA-Giori International Workshop on „Detection of Banknote Forgeries“,
    Blomberg, 10-12 August 2009</i>.'
  van: 'Lohweg V, Gillich E, Schaede J. New Concepts in Banknote Authentication. In:
    inIT KBA-Giori International Workshop on “Detection of Banknote Forgeries”, Blomberg,
    10-12 August 2009. 2009.'
date_created: 2019-11-29T14:46:08Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
publication: inIT KBA-Giori International Workshop on "Detection of Banknote Forgeries",
  Blomberg, 10-12 August 2009
status: public
title: New Concepts in Banknote Authentication
type: conference
user_id: '45673'
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: '2068'
abstract:
- lang: eng
  text: The production of printing goods is laborious. Furthermore, the print quality,
    especially in banknotes, must be assured. It is accepted, that print defects are
    generated because printing parameters, also machine parameters can change unnoticed.
    Therefore, a combined concept for a multi-sensory learning and classification
    model based on new adaptive fuzzy-pattern-classifiers for data inspection is proposed.
    This inspection concept, which combines optical, acoustical and other machine
    information, comes up with 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.
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 Fuzzy-Pattern-Classifier-Based Adaptive
    Learning Model for Sensor Fusion. In: Thessaloniki, Greece: MLSP 2007 - International
    Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING; 2007:accepted for publication.
    doi:<a href="https://doi.org/10.1109/MLSP.2007.4414320">10.1109/MLSP.2007.4414320</a>'
  apa: 'Dyck, W., Türke, T., Schaede, J., &#38; Lohweg, V. (2007). A Fuzzy-Pattern-Classifier-Based
    Adaptive Learning Model for Sensor Fusion (p. accepted for publication). Thessaloniki,
    Greece: MLSP 2007 - International Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING.
    <a href="https://doi.org/10.1109/MLSP.2007.4414320">https://doi.org/10.1109/MLSP.2007.4414320</a>'
  bjps: '<b>Dyck W <i>et al.</i></b> (2007) A Fuzzy-Pattern-Classifier-Based Adaptive
    Learning Model for Sensor Fusion. Thessaloniki, Greece: MLSP 2007 - International
    Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING, p. accepted for publication.'
  chicago: 'Dyck, Walter, Thomas Türke, Johannes Schaede, and Volker Lohweg. “A Fuzzy-Pattern-Classifier-Based
    Adaptive Learning Model for Sensor Fusion,” accepted for publication. Thessaloniki,
    Greece: MLSP 2007 - International Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING,
    2007. <a href="https://doi.org/10.1109/MLSP.2007.4414320">https://doi.org/10.1109/MLSP.2007.4414320</a>.'
  chicago-de: 'Dyck, Walter, Thomas Türke, Johannes Schaede und Volker Lohweg. 2007.
    A Fuzzy-Pattern-Classifier-Based Adaptive Learning Model for Sensor Fusion. In:
    , accepted for publication. Thessaloniki, Greece: MLSP 2007 - International Workshop
    on MACHINE LEARNING FOR SIGNAL PROCESSING. doi:<a href="https://doi.org/10.1109/MLSP.2007.4414320,">10.1109/MLSP.2007.4414320,</a>
    .'
  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 Fuzzy-Pattern-Classifier-Based Adaptive Learning Model for Sensor Fusion. In:
    . Thessaloniki, Greece : MLSP 2007 - International Workshop on MACHINE LEARNING
    FOR SIGNAL PROCESSING, 2007, S. accepted for publication'
  havard: 'W. Dyck, T. Türke, J. Schaede, V. Lohweg, A Fuzzy-Pattern-Classifier-Based
    Adaptive Learning Model for Sensor Fusion, in: MLSP 2007 - International Workshop
    on MACHINE LEARNING FOR SIGNAL PROCESSING, Thessaloniki, Greece, 2007: p. accepted
    for publication.'
  ieee: W. Dyck, T. Türke, J. Schaede, and V. Lohweg, “A Fuzzy-Pattern-Classifier-Based
    Adaptive Learning Model for Sensor Fusion,” 2007, p. accepted for publication.
  mla: Dyck, Walter, et al. <i>A Fuzzy-Pattern-Classifier-Based Adaptive Learning
    Model for Sensor Fusion</i>. MLSP 2007 - International Workshop on MACHINE LEARNING
    FOR SIGNAL PROCESSING, 2007, p. accepted for publication, doi:<a href="https://doi.org/10.1109/MLSP.2007.4414320">10.1109/MLSP.2007.4414320</a>.
  short: 'W. Dyck, T. Türke, J. Schaede, V. Lohweg, in: MLSP 2007 - International
    Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING, Thessaloniki, Greece, 2007,
    p. accepted for publication.'
  ufg: '<b>Dyck, Walter et. al. (2007)</b>: A Fuzzy-Pattern-Classifier-Based Adaptive
    Learning Model for Sensor Fusion, in: , Thessaloniki, Greece, S. accepted for
    publication.'
  van: 'Dyck W, Türke T, Schaede J, Lohweg V. A Fuzzy-Pattern-Classifier-Based Adaptive
    Learning Model for Sensor Fusion. In Thessaloniki, Greece: MLSP 2007 - International
    Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING; 2007. p. accepted for publication.'
date_created: 2019-11-29T13:50:28Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: 10.1109/MLSP.2007.4414320
keyword:
- Sensor fusion
- Inspection
- Optical sensors
- Printing machinery
- Data security
- Data analysis
- Production
- Degradation
- Principal component analysis
- Karhunen-Loeve transforms
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4414320&tag=1
page: accepted for publication
place: Thessaloniki, Greece
publication_identifier:
  eisbn:
  - 978-1-4244-1566-3
  isbn:
  - 978-1-4244-1565-6
  issn:
  - '1551-2541 '
  unknown:
  - '2378-928X '
publication_status: published
publisher: MLSP 2007 - International Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING
status: public
title: A Fuzzy-Pattern-Classifier-Based Adaptive Learning Model for Sensor Fusion
type: conference
user_id: '45673'
year: 2007
...
---
_id: '2059'
author:
- 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: 'Schaede J, Lohweg V. The Mechanisms of Human Recognition as a Guideline For
    Security Feature Development. In: van Renesse R, ed. <i>IST/SPIE 18th Annual Symposium
    on Electronic Imaging - Optical Security and Counterfeit Deterrence Techniques
    VI - Vol 6075</i>. SPIE; 2006:1-12. doi:<a href="https://doi.org/10.1117/12.656529">https://doi.org/10.1117/12.656529</a>'
  apa: Schaede, J., &#38; Lohweg, V. (2006). The Mechanisms of Human Recognition as
    a Guideline For Security Feature Development. In R. van Renesse (Ed.), <i>IST/SPIE
    18th Annual Symposium on Electronic Imaging - Optical Security and Counterfeit
    Deterrence Techniques VI - Vol 6075</i> (pp. 1–12). SPIE. <a href="https://doi.org/10.1117/12.656529">https://doi.org/10.1117/12.656529</a>
  bjps: <b>Schaede J and Lohweg V</b> (2006) The Mechanisms of Human Recognition as
    a Guideline For Security Feature Development. In van Renesse R (ed.), <i>IST/SPIE
    18th Annual Symposium on Electronic Imaging - Optical Security and Counterfeit
    Deterrence Techniques VI - Vol 6075</i>. SPIE, pp. 1–12.
  chicago: Schaede, Johannes, and Volker Lohweg. “The Mechanisms of Human Recognition
    as a Guideline For Security Feature Development.” In <i>IST/SPIE 18th Annual Symposium
    on Electronic Imaging - Optical Security and Counterfeit Deterrence Techniques
    VI - Vol 6075</i>, edited by Rundolf van Renesse, 1–12. SPIE, 2006. <a href="https://doi.org/10.1117/12.656529">https://doi.org/10.1117/12.656529</a>.
  chicago-de: 'Schaede, Johannes und Volker Lohweg. 2006. The Mechanisms of Human
    Recognition as a Guideline For Security Feature Development. In: <i>IST/SPIE 18th
    Annual Symposium on Electronic Imaging - Optical Security and Counterfeit Deterrence
    Techniques VI - Vol 6075</i>, hg. von Rundolf van Renesse, 1–12. SPIE. doi:<a
    href="https://doi.org/10.1117/12.656529,">https://doi.org/10.1117/12.656529,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Schaede, Johannes</span> ;
    <span style="font-variant:small-caps;">Lohweg, Volker</span>: The Mechanisms of
    Human Recognition as a Guideline For Security Feature Development. In: <span style="font-variant:small-caps;">van
    Renesse, R.</span> (Hrsg.): <i>IST/SPIE 18th Annual Symposium on Electronic Imaging
    - Optical Security and Counterfeit Deterrence Techniques VI - Vol 6075</i> : SPIE,
    2006, S. 1–12'
  havard: 'J. Schaede, V. Lohweg, The Mechanisms of Human Recognition as a Guideline
    For Security Feature Development, in: R. van Renesse (Ed.), IST/SPIE 18th Annual
    Symposium on Electronic Imaging - Optical Security and Counterfeit Deterrence
    Techniques VI - Vol 6075, SPIE, 2006: pp. 1–12.'
  ieee: J. Schaede and V. Lohweg, “The Mechanisms of Human Recognition as a Guideline
    For Security Feature Development,” in <i>IST/SPIE 18th Annual Symposium on Electronic
    Imaging - Optical Security and Counterfeit Deterrence Techniques VI - Vol 6075</i>,
    2006, pp. 1–12.
  mla: Schaede, Johannes, and Volker Lohweg. “The Mechanisms of Human Recognition
    as a Guideline For Security Feature Development.” <i>IST/SPIE 18th Annual Symposium
    on Electronic Imaging - Optical Security and Counterfeit Deterrence Techniques
    VI - Vol 6075</i>, edited by Rundolf van Renesse, SPIE, 2006, pp. 1–12, doi:<a
    href="https://doi.org/10.1117/12.656529">https://doi.org/10.1117/12.656529</a>.
  short: 'J. Schaede, V. Lohweg, in: R. van Renesse (Ed.), IST/SPIE 18th Annual Symposium
    on Electronic Imaging - Optical Security and Counterfeit Deterrence Techniques
    VI - Vol 6075, SPIE, 2006, pp. 1–12.'
  ufg: '<b>Schaede, Johannes/Lohweg, Volker (2006)</b>: The Mechanisms of Human Recognition
    as a Guideline For Security Feature Development, in: Rundolf van Renesse (Hg.):
    <i>IST/SPIE 18th Annual Symposium on Electronic Imaging - Optical Security and
    Counterfeit Deterrence Techniques VI - Vol 6075</i>, S. 1–12.'
  van: 'Schaede J, Lohweg V. The Mechanisms of Human Recognition as a Guideline For
    Security Feature Development. In: van Renesse R, editor. IST/SPIE 18th Annual
    Symposium on Electronic Imaging - Optical Security and Counterfeit Deterrence
    Techniques VI - Vol 6075. SPIE; 2006. p. 1–12.'
date_created: 2019-11-29T13:23:33Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: https://doi.org/10.1117/12.656529
editor:
- first_name: Rundolf
  full_name: van Renesse, Rundolf
  last_name: van Renesse
language:
- iso: eng
main_file_link:
- url: https://www.spiedigitallibrary.org/conference-proceedings-of-spie/6075/607507/The-mechanisms-of-human-recognition-as-a-guideline-for-security/10.1117/12.656529.full
page: 1-12
publication: IST/SPIE 18th Annual Symposium on Electronic Imaging - Optical Security
  and Counterfeit Deterrence Techniques VI - Vol 6075
publication_status: published
publisher: SPIE
status: public
title: The Mechanisms of Human Recognition as a Guideline For Security Feature Development
type: conference
user_id: '45673'
year: 2006
...
---
_id: '2060'
abstract:
- lang: eng
  text: The authenticity checking and inspection of bank notes is a high labour intensive
    process where traditionally every note on every sheet is inspected manually. However
    with the advent of more and more sophisticated security features, both visible
    and invisible, and the requirement of cost reduction in the printing process,
    it is clear that automation is required. As more and more print techniques and
    new security features will be established, total quality security, authenticity
    and bank note printing must be assured. Therefore, this factor necessitates amplification
    of a sensorial concept in general. We propose a concept for both authenticity
    checking and inspection methods for pattern recognition and classification for
    securities and banknotes, which is based on the concept of sensor fusion and fuzzy
    interpretation of data measures. In the approach different methods of authenticity
    analysis and print flaw detection are combined, which can be used for vending
    or sorting machines, as well as for printing machines. Usually only the existence
    or appearance of colours and their textures are checked by cameras. Our method
    combines the visible camera images with IR-spectral sensitive sensors, acoustical
    and other measurements like temperature and pressure of printing machines.
author:
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
- first_name: Thomas
  full_name: Türke, Thomas
  last_name: Türke
citation:
  ama: 'Lohweg V, Schaede J, Türke T. Robust and Reliable Banknote Authentification
    and Print Flaw Detection with Opto-Acoustical Sensor Fusion Methods. In: <i>IS&#38;T/SPIE
    18th Annual Symposium on Electronic Imaging - Optical Security and Counterfeit
    Deterrence Techniques VI, Proceedings(18) SPIE, Feb 2006. </i>. SPIE; 2006.'
  apa: Lohweg, V., Schaede, J., &#38; Türke, T. (2006). Robust and Reliable Banknote
    Authentification and Print Flaw Detection with Opto-Acoustical Sensor Fusion Methods.
    In <i>IS&#38;T/SPIE 18th Annual Symposium on Electronic Imaging - Optical Security
    and Counterfeit Deterrence Techniques VI, Proceedings(18) SPIE, Feb 2006. </i>.
    SPIE.
  bjps: <b>Lohweg V, Schaede J and Türke T</b> (2006) Robust and Reliable Banknote
    Authentification and Print Flaw Detection with Opto-Acoustical Sensor Fusion Methods.
    <i>IS&#38;T/SPIE 18th Annual Symposium on Electronic Imaging - Optical Security
    and Counterfeit Deterrence Techniques VI, Proceedings(18) SPIE, Feb 2006. </i>.
    SPIE.
  chicago: Lohweg, Volker, Johannes Schaede, and Thomas Türke. “Robust and Reliable
    Banknote Authentification and Print Flaw Detection with Opto-Acoustical Sensor
    Fusion Methods.” In <i>IS&#38;T/SPIE 18th Annual Symposium on Electronic Imaging
    - Optical Security and Counterfeit Deterrence Techniques VI, Proceedings(18) SPIE,
    Feb 2006. </i>. SPIE, 2006.
  chicago-de: 'Lohweg, Volker, Johannes Schaede und Thomas Türke. 2006. Robust and
    Reliable Banknote Authentification and Print Flaw Detection with Opto-Acoustical
    Sensor Fusion Methods. In: <i>IS&#38;T/SPIE 18th Annual Symposium on Electronic
    Imaging - Optical Security and Counterfeit Deterrence Techniques VI, Proceedings(18)
    SPIE, Feb 2006. </i>. SPIE.'
  din1505-2-1: '<span style="font-variant:small-caps;">Lohweg, Volker</span> ; <span
    style="font-variant:small-caps;">Schaede, Johannes</span> ; <span style="font-variant:small-caps;">Türke,
    Thomas</span>: Robust and Reliable Banknote Authentification and Print Flaw Detection
    with Opto-Acoustical Sensor Fusion Methods. In: <i>IS&#38;T/SPIE 18th Annual Symposium
    on Electronic Imaging - Optical Security and Counterfeit Deterrence Techniques
    VI, Proceedings(18) SPIE, Feb 2006. </i> : SPIE, 2006'
  havard: 'V. Lohweg, J. Schaede, T. Türke, Robust and Reliable Banknote Authentification
    and Print Flaw Detection with Opto-Acoustical Sensor Fusion Methods, in: IS&#38;T/SPIE
    18th Annual Symposium on Electronic Imaging - Optical Security and Counterfeit
    Deterrence Techniques VI, Proceedings(18) SPIE, Feb 2006. , SPIE, 2006.'
  ieee: V. Lohweg, J. Schaede, and T. Türke, “Robust and Reliable Banknote Authentification
    and Print Flaw Detection with Opto-Acoustical Sensor Fusion Methods,” in <i>IS&#38;T/SPIE
    18th Annual Symposium on Electronic Imaging - Optical Security and Counterfeit
    Deterrence Techniques VI, Proceedings(18) SPIE, Feb 2006. </i>, 2006.
  mla: Lohweg, Volker, et al. “Robust and Reliable Banknote Authentification and Print
    Flaw Detection with Opto-Acoustical Sensor Fusion Methods.” <i>IS&#38;T/SPIE 18th
    Annual Symposium on Electronic Imaging - Optical Security and Counterfeit Deterrence
    Techniques VI, Proceedings(18) SPIE, Feb 2006. </i>, SPIE, 2006.
  short: 'V. Lohweg, J. Schaede, T. Türke, in: IS&#38;T/SPIE 18th Annual Symposium
    on Electronic Imaging - Optical Security and Counterfeit Deterrence Techniques
    VI, Proceedings(18) SPIE, Feb 2006. , SPIE, 2006.'
  ufg: '<b>Lohweg, Volker et. al. (2006)</b>: Robust and Reliable Banknote Authentification
    and Print Flaw Detection with Opto-Acoustical Sensor Fusion Methods, in: <i>IS&#38;T/SPIE
    18th Annual Symposium on Electronic Imaging - Optical Security and Counterfeit
    Deterrence Techniques VI, Proceedings(18) SPIE, Feb 2006. </i>.'
  van: 'Lohweg V, Schaede J, Türke T. Robust and Reliable Banknote Authentification
    and Print Flaw Detection with Opto-Acoustical Sensor Fusion Methods. In: IS&#38;T/SPIE
    18th Annual Symposium on Electronic Imaging - Optical Security and Counterfeit
    Deterrence Techniques VI, Proceedings(18) SPIE, Feb 2006 . SPIE; 2006.'
date_created: 2019-11-29T13:27:17Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
main_file_link:
- url: https://www.spiedigitallibrary.org/conference-proceedings-of-spie/6075/1/Robust-and-reliable-banknote-authentification-and-print-flaw-detection-with/10.1117/12.640921.full
publication: 'IS&T/SPIE 18th Annual Symposium on Electronic Imaging - Optical Security
  and Counterfeit Deterrence Techniques VI, Proceedings(18) SPIE, Feb 2006. '
publication_status: published
publisher: SPIE
status: public
title: Robust and Reliable Banknote Authentification and Print Flaw Detection with
  Opto-Acoustical Sensor Fusion Methods
type: conference
user_id: '45673'
year: 2006
...
---
_id: '2061'
author:
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
- first_name: Thomas
  full_name: Türke, Thomas
  last_name: Türke
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: 'Schaede J, Türke T, Lohweg V. Acoustical measurements improve print flaw detection
    and authenticity checking. In: SPIE Newsroom, The International Society for Optical
    Engineering; 2006.'
  apa: Schaede, J., Türke, T., &#38; Lohweg, V. (2006). Acoustical measurements improve
    print flaw detection and authenticity checking. SPIE Newsroom, The International
    Society for Optical Engineering.
  bjps: <b>Schaede J, Türke T and Lohweg V</b> (2006) Acoustical Measurements Improve
    Print Flaw Detection and Authenticity Checking. SPIE Newsroom, The International
    Society for Optical Engineering.
  chicago: Schaede, Johannes, Thomas Türke, and Volker Lohweg. “Acoustical Measurements
    Improve Print Flaw Detection and Authenticity Checking.” SPIE Newsroom, The International
    Society for Optical Engineering, 2006.
  chicago-de: 'Schaede, Johannes, Thomas Türke und Volker Lohweg. 2006. Acoustical
    measurements improve print flaw detection and authenticity checking. In: . SPIE
    Newsroom, The International Society for Optical Engineering.'
  din1505-2-1: '<span style="font-variant:small-caps;">Schaede, Johannes</span> ;
    <span style="font-variant:small-caps;">Türke, Thomas</span> ; <span style="font-variant:small-caps;">Lohweg,
    Volker</span>: Acoustical measurements improve print flaw detection and authenticity
    checking. In:  : SPIE Newsroom, The International Society for Optical Engineering,
    2006'
  havard: 'J. Schaede, T. Türke, V. Lohweg, Acoustical measurements improve print
    flaw detection and authenticity checking, in: SPIE Newsroom, The International
    Society for Optical Engineering, 2006.'
  ieee: J. Schaede, T. Türke, and V. Lohweg, “Acoustical measurements improve print
    flaw detection and authenticity checking,” 2006.
  mla: Schaede, Johannes, et al. <i>Acoustical Measurements Improve Print Flaw Detection
    and Authenticity Checking</i>. SPIE Newsroom, The International Society for Optical
    Engineering, 2006.
  short: 'J. Schaede, T. Türke, V. Lohweg, in: SPIE Newsroom, The International Society
    for Optical Engineering, 2006.'
  ufg: '<b>Schaede, Johannes et. al. (2006)</b>: Acoustical measurements improve print
    flaw detection and authenticity checking, in: .'
  van: Schaede J, Türke T, Lohweg V. Acoustical measurements improve print flaw detection
    and authenticity checking. In SPIE Newsroom, The International Society for Optical
    Engineering; 2006.
date_created: 2019-11-29T13:31:39Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://spie.org/news/0202-acoustical-measurements-improve-print-flaw-detection-and-authenticity-checking?ArticleID=x8758
oa: '1'
publisher: SPIE Newsroom, The International Society for Optical Engineering
status: public
title: Acoustical measurements improve print flaw detection and authenticity checking
type: conference
user_id: '45673'
year: 2006
...
---
_id: '2062'
abstract:
- lang: eng
  text: 'Bank note inspection is a complex task. As more and more print techniques
    and new security features are established, total quality security and bank note
    printing must be assured. Therefore, this factor necessitates change of a sensorial
    concept in general. We propose an optical-acoustical inspection method based upon
    the concepts of information fusion and fuzzy interpretation of data measures.
    Furthermore, we present a simplified scheme for information fusion for pattern
    recognition and data classification based on parametrical unimodal potential functions
    and a Sugeno-type score value analysis. Digital Object Identifier: 10.1109/ICIF.2006.301779
    <br />'
author:
- first_name: Walter
  full_name: Dyck, Walter
  last_name: Dyck
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
- first_name: Thomas
  full_name: Türke, Thomas
  last_name: Türke
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
citation:
  ama: 'Dyck W, Schaede J, Türke T, Lohweg V. Information Fusion Application On Security
    Printing With Parametrical Fuzzy Classification. In: <i> 2006 9th International
    Conference on Information Fusion</i>. 9th International Conference on Information
    Fusion, 2006. ICIF ’06; 2006:1-8. doi:<a href="https://doi.org/10.1109/ICIF.2006.301779">10.1109/ICIF.2006.301779</a>'
  apa: Dyck, W., Schaede, J., Türke, T., &#38; Lohweg, V. (2006). Information Fusion
    Application On Security Printing With Parametrical Fuzzy Classification. In <i>
    2006 9th International Conference on Information Fusion</i> (pp. 1–8). 9th International
    Conference on Information Fusion, 2006. ICIF ’06. <a href="https://doi.org/10.1109/ICIF.2006.301779">https://doi.org/10.1109/ICIF.2006.301779</a>
  bjps: <b>Dyck W <i>et al.</i></b> (2006) Information Fusion Application On Security
    Printing With Parametrical Fuzzy Classification. <i> 2006 9th International Conference
    on Information Fusion</i>. 9th International Conference on Information Fusion,
    2006. ICIF ’06, pp. 1–8.
  chicago: Dyck, Walter, Johannes Schaede, Thomas Türke, and Volker Lohweg. “Information
    Fusion Application On Security Printing With Parametrical Fuzzy Classification.”
    In <i> 2006 9th International Conference on Information Fusion</i>, 1–8. 9th International
    Conference on Information Fusion, 2006. ICIF ’06, 2006. <a href="https://doi.org/10.1109/ICIF.2006.301779">https://doi.org/10.1109/ICIF.2006.301779</a>.
  chicago-de: 'Dyck, Walter, Johannes Schaede, Thomas Türke und Volker Lohweg. 2006.
    Information Fusion Application On Security Printing With Parametrical Fuzzy Classification.
    In: <i> 2006 9th International Conference on Information Fusion</i>, 1–8. 9th
    International Conference on Information Fusion, 2006. ICIF ’06. doi:<a href="https://doi.org/10.1109/ICIF.2006.301779,">10.1109/ICIF.2006.301779,</a>
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Dyck, Walter</span> ; <span
    style="font-variant:small-caps;">Schaede, Johannes</span> ; <span style="font-variant:small-caps;">Türke,
    Thomas</span> ; <span style="font-variant:small-caps;">Lohweg, Volker</span>:
    Information Fusion Application On Security Printing With Parametrical Fuzzy Classification.
    In: <i> 2006 9th International Conference on Information Fusion</i> : 9th International
    Conference on Information Fusion, 2006. ICIF ’06, 2006, S. 1–8'
  havard: 'W. Dyck, J. Schaede, T. Türke, V. Lohweg, Information Fusion Application
    On Security Printing With Parametrical Fuzzy Classification, in:  2006 9th International
    Conference on Information Fusion, 9th International Conference on Information
    Fusion, 2006. ICIF ’06, 2006: pp. 1–8.'
  ieee: W. Dyck, J. Schaede, T. Türke, and V. Lohweg, “Information Fusion Application
    On Security Printing With Parametrical Fuzzy Classification,” in <i> 2006 9th
    International Conference on Information Fusion</i>, 2006, pp. 1–8.
  mla: Dyck, Walter, et al. “Information Fusion Application On Security Printing With
    Parametrical Fuzzy Classification.” <i> 2006 9th International Conference on Information
    Fusion</i>, 9th International Conference on Information Fusion, 2006. ICIF ’06,
    2006, pp. 1–8, doi:<a href="https://doi.org/10.1109/ICIF.2006.301779">10.1109/ICIF.2006.301779</a>.
  short: 'W. Dyck, J. Schaede, T. Türke, V. Lohweg, in:  2006 9th International Conference
    on Information Fusion, 9th International Conference on Information Fusion, 2006.
    ICIF ’06, 2006, pp. 1–8.'
  ufg: '<b>Dyck, Walter et. al. (2006)</b>: Information Fusion Application On Security
    Printing With Parametrical Fuzzy Classification, in: <i> 2006 9th International
    Conference on Information Fusion</i>, S. 1–8.'
  van: 'Dyck W, Schaede J, Türke T, Lohweg V. Information Fusion Application On Security
    Printing With Parametrical Fuzzy Classification. In:  2006 9th International Conference
    on Information Fusion. 9th International Conference on Information Fusion, 2006.
    ICIF ’06; 2006. p. 1–8.'
date_created: 2019-11-29T13:35:03Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
doi: 10.1109/ICIF.2006.301779
keyword:
- Information security
- Inspection
- Printing machinery
- Optical sensors
- Data security
- Personnel
- Fuzzy systems
- Sensor systems
- Expert systems
- Ink
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/4086065/keywords#full-text-header
page: 1-8
publication: ' 2006 9th International Conference on Information Fusion'
publication_identifier:
  isbn:
  - ' 1-4244-0953-5'
publication_status: published
publisher: 9th International Conference on Information Fusion, 2006. ICIF '06
status: public
title: Information Fusion Application On Security Printing With Parametrical Fuzzy
  Classification
type: conference
user_id: '45673'
year: 2006
...
---
_id: '2057'
author:
- first_name: Volker
  full_name: Lohweg, Volker
  id: '1804'
  last_name: Lohweg
  orcid: 0000-0002-3325-7887
- first_name: Johannes
  full_name: Schaede, Johannes
  id: '2128'
  last_name: Schaede
citation:
  ama: 'Lohweg V, Schaede J. Besser unscharf, aber genau als präzise und falsch! -
    Was hat Bildverarbeitung mit Banknoten zu tun? In: Detmold: IHK Lippe zu Detmold;
    2005.'
  apa: 'Lohweg, V., &#38; Schaede, J. (2005). Besser unscharf, aber genau als präzise
    und falsch! - Was hat Bildverarbeitung mit Banknoten zu tun? Detmold: IHK Lippe
    zu Detmold.'
  bjps: '<b>Lohweg V and Schaede J</b> (2005) Besser Unscharf, Aber Genau Als Präzise
    Und Falsch! - Was Hat Bildverarbeitung Mit Banknoten Zu Tun? Detmold: IHK Lippe
    zu Detmold.'
  chicago: 'Lohweg, Volker, and Johannes Schaede. “Besser Unscharf, Aber Genau Als
    Präzise Und Falsch! - Was Hat Bildverarbeitung Mit Banknoten Zu Tun?” Detmold:
    IHK Lippe zu Detmold, 2005.'
  chicago-de: 'Lohweg, Volker und Johannes Schaede. 2005. Besser unscharf, aber genau
    als präzise und falsch! - Was hat Bildverarbeitung mit Banknoten zu tun? In: .
    Detmold: IHK Lippe zu Detmold.'
  din1505-2-1: '<span style="font-variant:small-caps;">Lohweg, Volker</span> ; <span
    style="font-variant:small-caps;">Schaede, Johannes</span>: Besser unscharf, aber
    genau als präzise und falsch! - Was hat Bildverarbeitung mit Banknoten zu tun?
    In: . Detmold : IHK Lippe zu Detmold, 2005'
  havard: 'V. Lohweg, J. Schaede, Besser unscharf, aber genau als präzise und falsch!
    - Was hat Bildverarbeitung mit Banknoten zu tun?, in: IHK Lippe zu Detmold, Detmold,
    2005.'
  ieee: V. Lohweg and J. Schaede, “Besser unscharf, aber genau als präzise und falsch!
    - Was hat Bildverarbeitung mit Banknoten zu tun?,” 2005.
  mla: Lohweg, Volker, and Johannes Schaede. <i>Besser Unscharf, Aber Genau Als Präzise
    Und Falsch! - Was Hat Bildverarbeitung Mit Banknoten Zu Tun?</i> IHK Lippe zu
    Detmold, 2005.
  short: 'V. Lohweg, J. Schaede, in: IHK Lippe zu Detmold, Detmold, 2005.'
  ufg: '<b>Lohweg, Volker/Schaede, Johannes (2005)</b>: Besser unscharf, aber genau
    als präzise und falsch! - Was hat Bildverarbeitung mit Banknoten zu tun?, in:
    , Detmold.'
  van: 'Lohweg V, Schaede J. Besser unscharf, aber genau als präzise und falsch! -
    Was hat Bildverarbeitung mit Banknoten zu tun? In Detmold: IHK Lippe zu Detmold;
    2005.'
date_created: 2019-11-29T13:13:49Z
date_updated: 2023-03-15T13:49:38Z
department:
- _id: DEP5023
language:
- iso: eng
place: Detmold
publisher: IHK Lippe zu Detmold
status: public
title: Besser unscharf, aber genau als präzise und falsch! - Was hat Bildverarbeitung
  mit Banknoten zu tun?
type: conference
user_id: '45673'
year: 2005
...
