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