---
_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. . Optical Document Security - The Conference
on Optical Security and Counterfeit Detection III. 2012.'
apa: 'Lohweg, V., Dörksen, H., Gillich, E., Hildebrand, R., Hoffmann, J. L., &
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. . Optical Document
Security - The Conference on Optical Security and Counterfeit Detection III.'
bjps: 'Lohweg V et al. (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. .
Optical Document Security - The Conference on Optical Security and Counterfeit
Detection III.'
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. .”
Optical Document Security - The Conference on Optical Security and Counterfeit
Detection III, 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. .
Optical Document Security - The Conference on Optical Security and Counterfeit
Detection III.'
din1505-2-1: 'Lohweg, Volker ; Dörksen, Helene ; Gillich,
Eugen ; Hildebrand, Roland
; Hoffmann, Jan Leif ; Schaede,
Johannes: 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: Optical Document
Security - The Conference on Optical Security and Counterfeit Detection III
(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. ,” Optical Document Security
- The Conference on Optical Security and Counterfeit Detection III, 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. .” Optical
Document Security - The Conference on Optical Security and Counterfeit Detection
III, 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: 'Lohweg, Volker et. al. (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. ,
in: Optical Document Security - The Conference on Optical Security and Counterfeit
Detection III.'
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: '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(Nlog2(N)). 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. Pattern Recognition. Vol 5748. Lecture
Notes in Computer Science. Berlin: Springer; 2009:422-431. doi:https://doi.org/10.1007/978-3-642-03798-6_43'
apa: 'Glock, S., Gillich, E., Schaede, J., & Lohweg, V. (2009). Feature Extraction
Algorithm for Banknote Textures based on Incomplete Shift Invariant Wavelet Packet
Transform. In J. Denzler, G. Notni, & H. Süße (Eds.), Pattern Recognition
(Vol. 5748, pp. 422–431). Berlin: Springer. https://doi.org/10.1007/978-3-642-03798-6_43'
bjps: 'Glock S et al. (2009) Feature Extraction Algorithm for Banknote
Textures Based on Incomplete Shift Invariant Wavelet Packet Transform. In Denzler
J, Notni G and Süße H (eds), Pattern Recognition, 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 Pattern Recognition, edited by J. Denzler,
G. Notni, and H. Süße, 5748:422–31. Lecture Notes in Computer Science. Berlin:
Springer, 2009. https://doi.org/10.1007/978-3-642-03798-6_43.'
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: Pattern Recognition, hg. von J. Denzler,
G. Notni, und H. Süße, 5748:422–431. Lecture Notes in Computer Science. Berlin:
Springer. doi:https://doi.org/10.1007/978-3-642-03798-6_43,
.'
din1505-2-1: 'Glock, Stefan ; Gillich, Eugen ; Schaede,
Johannes ; Lohweg, Volker:
Feature Extraction Algorithm for Banknote Textures based on Incomplete Shift Invariant
Wavelet Packet Transform. In: Denzler,
J. ; Notni, G. ; Süße,
H. (Hrsg.): Pattern Recognition, Lecture Notes in Computer Science.
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 Pattern Recognition, 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.” Pattern Recognition,
edited by J. Denzler et al., vol. 5748, Springer, 2009, pp. 422–31, doi:https://doi.org/10.1007/978-3-642-03798-6_43.
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: 'Glock, Stefan et. al. (2009): Feature Extraction Algorithm for Banknote
Textures based on Incomplete Shift Invariant Wavelet Packet Transform, in: J.
Denzler et. al. (Hgg.): Pattern Recognition (=Lecture Notes in Computer
Science 5748), 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
...