[{"publication":"ODS 2020 Review","status":"public","publication_status":"published","language":[{"iso":"eng"}],"_id":"1991","author":[{"last_name":"Funk","full_name":"Funk, Mark","first_name":"Mark","id":"52473"},{"last_name":"Scharf","first_name":"Matthias","full_name":"Scharf, Matthias","id":"65179"},{"id":"46416","last_name":"Dörksen","full_name":"Dörksen, Helene","first_name":"Helene"},{"full_name":"Danneel, Hans-Jürgen","first_name":"Hans-Jürgen","last_name":"Danneel","id":"12231"},{"id":"1804","last_name":"Lohweg","orcid":"0000-0002-3325-7887","full_name":"Lohweg, Volker","first_name":"Volker"},{"last_name":"Hübner","full_name":"Hübner, Michael","first_name":"Michael"},{"full_name":"Schaede, Johannes","first_name":"Johannes","last_name":"Schaede","id":"2128"},{"first_name":"Rob","full_name":"Stierman, Rob","last_name":"Stierman"},{"full_name":"Knobloch, Alexander","first_name":"Alexander","last_name":"Knobloch"},{"last_name":"Le","first_name":"Dinh Khoi","full_name":"Le, Dinh Khoi"},{"id":"1706","last_name":"Gillich","full_name":"Gillich, Eugen","first_name":"Eugen"},{"last_name":"Mönks","first_name":"Uwe","full_name":"Mönks, Uwe","id":"1825"}],"place":"San Francisco, USA.","conference":{"start_date":"2020-01-29","location":"San Francisco","end_date":"2020-01-31"},"type":"conference","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.","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.","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.","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-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.","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.","mla":"Funk, Mark, et al. “Creating a Self-Authentication System for Smart Banknotes.” <i>ODS 2020 Review</i>, 2020.","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.","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.","ieee":"M. Funk <i>et al.</i>, “Creating a Self-authentication System for Smart Banknotes,” San Francisco, 2020.","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","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>."},"year":"2020","title":"Creating a Self-authentication System for Smart Banknotes","user_id":"83781","date_created":"2019-11-22T12:51:11Z","department":[{"_id":"DEP5023"},{"_id":"DEP4027"}],"main_file_link":[{"url":"https://opticaldigitalsecurity.com/downloads"}],"date_updated":"2024-05-17T13:23:21Z"},{"_id":"1992","language":[{"iso":"eng"}],"place":"San Francisco, California","author":[{"id":"58460","last_name":"Meier","first_name":"Philip","full_name":"Meier, Philip"},{"id":"1804","last_name":"Lohweg","orcid":"0000-0002-3325-7887","first_name":"Volker","full_name":"Lohweg, Volker"},{"id":"46416","last_name":"Dörksen","first_name":"Helene","full_name":"Dörksen, Helene"},{"id":"2128","last_name":"Schaede","full_name":"Schaede, Johannes","first_name":"Johannes"}],"publication":"Optical Document Security (ODS)","status":"public","title":"Intaglio Style Transfer – Partially Automating the Intaglio Image Creation","user_id":"68554","date_updated":"2023-03-15T13:49:38Z","department":[{"_id":"DEP5023"}],"date_created":"2019-11-22T12:51:12Z","type":"conference","citation":{"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.","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.","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.","short":"P. Meier, V. Lohweg, H. Dörksen, J. Schaede, in: Optical Document Security (ODS), San Francisco, California, 2020.","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.","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.","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.","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."},"year":2020},{"title":"smartBN—Intelligent Protection and Authentication in Payment Transactions by Smart Banknotes","date_updated":"2024-05-17T13:04:57Z","date_created":"2019-11-25T08:35:52Z","department":[{"_id":"DEP5023"},{"_id":"DEP4027"}],"user_id":"83781","type":"conference","citation":{"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.","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.","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.","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.","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.","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.","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;","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>.","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>.","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.","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."},"conference":{"location":"San Francisco, USA","start_date":"2018-01-29","end_date":"2018-01-31","name":"XII. Optical Document Security (ODS)Conference"},"year":"2018","_id":"2011","language":[{"iso":"eng"}],"publication_status":"submitted","place":" CA, USA","author":[{"id":"1804","last_name":"Lohweg","orcid":"0000-0002-3325-7887","first_name":"Volker","full_name":"Lohweg, Volker"},{"last_name":"Funk","full_name":"Funk, Mark","first_name":"Mark","id":"52473"},{"first_name":"Matthias","full_name":"Scharf, Matthias","last_name":"Scharf","id":"65179"},{"last_name":"Dörksen","full_name":"Dörksen, Helene","first_name":"Helene","id":"46416"},{"id":"12231","last_name":"Danneel","full_name":"Danneel, Hans-Jürgen","first_name":"Hans-Jürgen"},{"first_name":"Michael","full_name":"Hübner, Michael","last_name":"Hübner"},{"id":"2128","last_name":"Schaede","first_name":"Johannes","full_name":"Schaede, Johannes"},{"full_name":"Thony, Emmanuel","first_name":"Emmanuel","last_name":"Thony"},{"last_name":"Knobloch","first_name":"Alexander","full_name":"Knobloch, Alexander"},{"full_name":"Lee, Dinh Khoi","first_name":"Dinh Khoi","last_name":"Lee"},{"full_name":"Mönks, Uwe","first_name":"Uwe","last_name":"Mönks","id":"1825"},{"id":"1706","first_name":"Eugen","full_name":"Gillich, Eugen","last_name":"Gillich"}],"publication":"Optical Document Security - The Conference on Optical Security and Counterfeit Detection XII San Francisco","status":"public"},{"author":[{"id":"1706","last_name":"Gillich","full_name":"Gillich, Eugen","first_name":"Eugen"},{"id":"46243","full_name":"Hoffmann, Jan Leif","first_name":"Jan Leif","last_name":"Hoffmann"},{"last_name":"Dörksen","full_name":"Dörksen, Helene","first_name":"Helene","id":"46416"},{"orcid":"0000-0002-3325-7887","last_name":"Lohweg","first_name":"Volker","full_name":"Lohweg, Volker","id":"1804"},{"id":"2128","first_name":"Johannes","full_name":"Schaede, Johannes","last_name":"Schaede"}],"place":"San Francisco, CA, USA ","language":[{"iso":"eng"}],"_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."}],"status":"public","publication":"Optical Document Security - The Conference on Optical Security and Counterfeit Detection V","department":[{"_id":"DEP5023"}],"date_created":"2019-11-26T14:43:20Z","date_updated":"2023-03-15T13:49:38Z","user_id":"74004","title":"Data Collection Unit – A Platform for Printing Process Authentication","year":2016,"type":"conference","citation":{"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.","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-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 .","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 .","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.","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.","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","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 .","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.","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.","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.","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":"2019-11-26T14:43:21Z","department":[{"_id":"DEP5023"}],"date_updated":"2023-03-15T13:49:38Z","user_id":"68554","title":"Banknote Cash Challenges met by advancing Low Cost Image Analysis Tools","year":2016,"type":"conference","citation":{"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.","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.","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.","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.","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.","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.","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.","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","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.","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.","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.","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."},"author":[{"first_name":"Johannes","full_name":"Schaede, Johannes","last_name":"Schaede","id":"2128"},{"first_name":"Volker","full_name":"Lohweg, Volker","last_name":"Lohweg","orcid":"0000-0002-3325-7887","id":"1804"},{"last_name":"Knobloch","first_name":"Alexander","full_name":"Knobloch, Alexander"}],"place":"San Francisco, CA, USA","language":[{"iso":"eng"}],"_id":"2041","status":"public","publication":"Optical Document Security - The Conference on Optical Security and Counterfeit Detection V"},{"title":"Detection of Commercial Offset Printing in Counterfeited Banknotes","date_updated":"2023-03-15T13:49:38Z","department":[{"_id":"DEP5023"}],"date_created":"2019-11-26T14:43:23Z","user_id":"74004","type":"conference","citation":{"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.","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.","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.","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.","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.","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.","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.","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.","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.","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."},"year":2016,"_id":"2042","abstract":[{"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.","lang":"eng"}],"language":[{"iso":"eng"}],"place":"San Francisco, CA, USA","author":[{"id":"52097","first_name":"Anton","full_name":"Pfeifer, Anton","last_name":"Pfeifer"},{"last_name":"Gillich","full_name":"Gillich, Eugen","first_name":"Eugen","id":"1706"},{"last_name":"Lohweg","orcid":"0000-0002-3325-7887","first_name":"Volker","full_name":"Lohweg, Volker","id":"1804"},{"id":"2128","last_name":"Schaede","first_name":"Johannes","full_name":"Schaede, Johannes"}],"publication":"Optical Document Security - The Conference on Optical Security and Counterfeit Detection V","status":"public"},{"status":"public","author":[{"last_name":"Hofmann","full_name":"Hofmann, Jürg","first_name":"Jürg"},{"full_name":"Gillich, Eugen","first_name":"Eugen","last_name":"Gillich","id":"1706"},{"id":"46416","full_name":"Dörksen, Helene","first_name":"Helene","last_name":"Dörksen"},{"full_name":"Chassot, Daniel","first_name":"Daniel","last_name":"Chassot"},{"last_name":"Schaede","full_name":"Schaede, Johannes","first_name":"Johannes","id":"2128"},{"last_name":"Türke","full_name":"Türke, Thomas","first_name":"Thomas"},{"id":"1804","first_name":"Volker","full_name":"Lohweg, Volker","last_name":"Lohweg","orcid":"0000-0002-3325-7887"}],"publication_status":"published","_id":"2148","language":[{"iso":"eng"}],"year":2014,"citation":{"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.","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","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.","ieee":"J. Hofmann <i>et al.</i>, “New Strategies in Image Processing for Standardized Intaglio Quality Analysis in the Printing Process.,” 2014.","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.","mla":"Hofmann, Jürg, et al. <i>New Strategies in Image Processing for Standardized Intaglio Quality Analysis in the Printing Process.</i> 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: .","ufg":"<b>Hofmann, Jürg et. al. (2014)</b>: New Strategies in Image Processing for Standardized Intaglio Quality Analysis in the Printing Process., in: .","bjps":"<b>Hofmann J <i>et al.</i></b> (2014) New Strategies in Image Processing for Standardized Intaglio Quality Analysis in the Printing Process.","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.","short":"J. Hofmann, E. Gillich, H. Dörksen, D. Chassot, J. Schaede, T. Türke, V. Lohweg, in: 2014.","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."},"type":"conference","user_id":"45673","date_updated":"2023-03-15T13:49:39Z","date_created":"2019-12-04T09:59:31Z","department":[{"_id":"DEP5023"}],"title":"New Strategies in Image Processing for Standardized Intaglio Quality Analysis in the Printing Process."},{"type":"conference","citation":{"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.","ieee":"V. Lohweg <i>et al.</i>, “Banknote authentication with mobile devices,” in <i>Media Watermarking, Security, and Forensics 2013</i>, 2013.","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.","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>","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>.","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>.","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.","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.","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."},"year":2013,"doi":"https://doi.org/10.1117/12.2001444","title":"Banknote authentication with mobile devices","user_id":"45673","date_updated":"2023-03-15T13:49:38Z","date_created":"2019-12-04T09:08:30Z","department":[{"_id":"DEP5023"}],"publication":"Media Watermarking, Security, and Forensics 2013","status":"public","publication_status":"published","_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."}],"language":[{"iso":"eng"}],"publisher":"(03-07.02.2013) IST/SPIE Electronic Imaging 2013","place":"San Francisco, USA","author":[{"first_name":"Volker","full_name":"Lohweg, Volker","orcid":"0000-0002-3325-7887","last_name":"Lohweg","id":"1804"},{"last_name":"Dörksen","first_name":"Helene","full_name":"Dörksen, Helene","id":"46416"},{"id":"46243","last_name":"Hoffmann","first_name":"Jan Leif","full_name":"Hoffmann, Jan Leif"},{"full_name":"Hildebrand, Roland","first_name":"Roland","last_name":"Hildebrand","id":"1639"},{"last_name":"Gillich","first_name":"Eugen","full_name":"Gillich, Eugen","id":"1706"},{"last_name":"Schaede","first_name":"Johannes","full_name":"Schaede, Johannes","id":"2128"},{"full_name":"Hofmann, Jürg","first_name":"Jürg","last_name":"Hofmann"}]},{"user_id":"45673","department":[{"_id":"DEP5023"}],"date_created":"2019-12-03T06:34:28Z","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. ","year":2012,"type":"journal_article","citation":{"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.","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.","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;","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.","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)","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>.","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.","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).","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).","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-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>."},"author":[{"id":"1804","full_name":"Lohweg, Volker","first_name":"Volker","last_name":"Lohweg","orcid":"0000-0002-3325-7887"},{"full_name":"Dörksen, Helene","first_name":"Helene","last_name":"Dörksen","id":"46416"},{"id":"1706","first_name":"Eugen","full_name":"Gillich, Eugen","last_name":"Gillich"},{"last_name":"Hildebrand","full_name":"Hildebrand, Roland","first_name":"Roland","id":"1639"},{"id":"46243","first_name":"Jan Leif","full_name":"Hoffmann, Jan Leif","last_name":"Hoffmann"},{"last_name":"Schaede","full_name":"Schaede, Johannes","first_name":"Johannes","id":"2128"}],"language":[{"iso":"eng"}],"_id":"2104","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"}],"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"},{"title":"Real-time Wavelet-Based Inline Banknote-in-Bundle Counting for Cut-and-Bundle Machines","doi":"https://doi.org/10.1117/12.872357","department":[{"_id":"DEP5023"}],"date_created":"2019-12-02T10:36:37Z","date_updated":"2023-03-15T13:49:38Z","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"}],"user_id":"45673","type":"conference","citation":{"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>.","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>.","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.","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.","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>","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","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.","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>","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> .","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>.","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.","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."},"year":2011,"language":[{"iso":"eng"}],"_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."}],"publication_status":"published","publisher":"San Francisco, California, United States","author":[{"first_name":"Denis","full_name":"Petker, Denis","last_name":"Petker"},{"first_name":"Thomas","full_name":"Türke, Thomas","last_name":"Türke"},{"last_name":"Willeke","full_name":"Willeke, Harald","first_name":"Harald"},{"last_name":"Schaede","full_name":"Schaede, Johannes","first_name":"Johannes","id":"2128"},{"full_name":"Gillich, Eugen","first_name":"Eugen","last_name":"Gillich","id":"1706"},{"last_name":"Lohweg","orcid":"0000-0002-3325-7887","first_name":"Volker","full_name":"Lohweg, Volker","id":"1804"}],"publication":"IST/SPIE Electronic Imaging 2011 Conference","status":"public"},{"_id":"2098","language":[{"iso":"eng"}],"author":[{"id":"44020","last_name":"Glock","first_name":"Stefan","full_name":"Glock, Stefan"},{"first_name":"Karl","full_name":"Voth, Karl","last_name":"Voth"},{"full_name":"Schaede, Johannes","first_name":"Johannes","last_name":"Schaede","id":"2128"},{"orcid":"0000-0002-3325-7887","last_name":"Lohweg","first_name":"Volker","full_name":"Lohweg, Volker","id":"1804"}],"status":"public","title":"A Framework for Possibilistic Multi-source Data Fusion with Monitoring of Sensor Reliability, World Conference on Soft Computing","department":[{"_id":"DEP5023"}],"date_created":"2019-12-02T10:40:20Z","date_updated":"2023-03-15T13:49:38Z","user_id":"45673","citation":{"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.","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.","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: .","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: .","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.","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.","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.","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.","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.","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.","short":"S. Glock, K. Voth, J. Schaede, V. Lohweg, in: 2011."},"type":"conference","year":2011},{"_id":"2084","language":[{"iso":"eng"}],"author":[{"full_name":"Lohweg, Volker","first_name":"Volker","last_name":"Lohweg","orcid":"0000-0002-3325-7887","id":"1804"},{"full_name":"Schaede, Johannes","first_name":"Johannes","last_name":"Schaede","id":"2128"}],"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","user_id":"45673","date_created":"2019-12-02T08:01:27Z","department":[{"_id":"DEP5023"}],"date_updated":"2023-03-15T13:49:38Z","citation":{"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","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>.","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.","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.","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.","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.","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.","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>.","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>.","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>.","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.","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."},"type":"conference","year":2010},{"status":"public","publication":"2. inIT KBA-Giori International Workshop on \"Detection of Banknote Forgeries\"","author":[{"last_name":"Lohweg","orcid":"0000-0002-3325-7887","first_name":"Volker","full_name":"Lohweg, Volker","id":"1804"},{"id":"1706","first_name":"Eugen","full_name":"Gillich, Eugen","last_name":"Gillich"},{"full_name":"Glock, Stefan","first_name":"Stefan","last_name":"Glock","id":"44020"},{"last_name":"Mönks","first_name":"Uwe","full_name":"Mönks, Uwe","id":"1825"},{"first_name":"Johannes","full_name":"Schaede, Johannes","last_name":"Schaede","id":"2128"}],"publisher":"Orell Füssli, Zürich, 22-24 March 2010","_id":"2085","language":[{"iso":"eng"}],"year":2010,"type":"conference","citation":{"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","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.","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.","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.","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.","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.","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.","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.","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>.","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.","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."},"user_id":"45673","date_created":"2019-12-02T08:03:04Z","department":[{"_id":"DEP5023"}],"date_updated":"2023-03-15T13:49:38Z","title":"Intaglio Based Banknote Authentication"},{"type":"conference","citation":{"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>","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","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>.","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>.","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.","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.","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.","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.","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> .","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.","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.","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>"},"year":2009,"title":"FPGA-based Multi-sensor Real Time Machine Vision for Banknote Printing","doi":"https://doi.org/10.1117/12.805427","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"}],"date_updated":"2023-03-15T13:49:38Z","date_created":"2019-11-29T14:33:24Z","department":[{"_id":"DEP5023"}],"user_id":"45673","publication":"21st annual Symposium on IST/SPIE Electronic Imaging, 18 -22 January 2009,","status":"public","language":[{"iso":"eng"}],"_id":"2075","abstract":[{"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","lang":"eng"}],"publication_status":"published","author":[{"id":"1804","last_name":"Lohweg","orcid":"0000-0002-3325-7887","full_name":"Lohweg, Volker","first_name":"Volker"},{"id":"2000","full_name":"Li, Rui","first_name":"Rui","last_name":"Li"},{"last_name":"Türke","first_name":"Thomas","full_name":"Türke, Thomas"},{"last_name":"Willeke","first_name":"Harald","full_name":"Willeke, Harald"},{"first_name":"Johannes","full_name":"Schaede, Johannes","last_name":"Schaede","id":"2128"}],"place":"San Jose, California USA. Accepted for publication"},{"abstract":[{"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. ","lang":"eng"}],"publication_status":"published","author":[{"last_name":"Glock","first_name":"Stefan","full_name":"Glock, Stefan","id":"44020"},{"id":"1706","full_name":"Gillich, Eugen","first_name":"Eugen","last_name":"Gillich"},{"id":"2128","full_name":"Schaede, Johannes","first_name":"Johannes","last_name":"Schaede"},{"id":"1804","last_name":"Lohweg","orcid":"0000-0002-3325-7887","first_name":"Volker","full_name":"Lohweg, Volker"}],"publisher":"Springer","publication":"Pattern Recognition","status":"public","title":"Feature Extraction Algorithm for Banknote Textures based on Incomplete Shift Invariant Wavelet Packet Transform","intvolume":"      5748","volume":5748,"publication_identifier":{"isbn":["978-3-642-03797-9"],"eisbn":["978-3-642-03798-6"]},"language":[{"iso":"eng"}],"_id":"2076","place":"Berlin","page":"422-431","keyword":["Discrete Wavelet Transform","Wavelet Transform","Wavelet Packet","Decomposition Level","Printing Technique"],"series_title":"Lecture Notes in Computer Science","doi":"https://doi.org/10.1007/978-3-642-03798-6_43","date_created":"2019-11-29T14:35:35Z","department":[{"_id":"DEP5023"}],"main_file_link":[{"url":"https://link.springer.com/chapter/10.1007/978-3-642-03798-6_43"}],"date_updated":"2023-03-15T13:49:38Z","user_id":"45673","citation":{"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.","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).","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>.","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>.","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","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>","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>","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.","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.","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> .","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.","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."},"type":"book_chapter","conference":{"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","end_date":"2009-11-11","start_date":"2009-11-09"},"year":2009,"editor":[{"first_name":"J.","full_name":"Denzler, J.","last_name":"Denzler"},{"full_name":"Notni, G.","first_name":"G.","last_name":"Notni"},{"last_name":"Süße","first_name":"H.","full_name":"Süße, H."}]},{"status":"public","publication":"inIT KBA-Giori International Workshop on \"Detection of Banknote Forgeries\", Blomberg, 10-12 August 2009","author":[{"id":"1804","first_name":"Volker","full_name":"Lohweg, Volker","last_name":"Lohweg","orcid":"0000-0002-3325-7887"},{"last_name":"Gillich","full_name":"Gillich, Eugen","first_name":"Eugen","id":"1706"},{"full_name":"Schaede, Johannes","first_name":"Johannes","last_name":"Schaede","id":"2128"}],"_id":"2078","language":[{"iso":"eng"}],"year":2009,"type":"conference","citation":{"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.","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>.","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>.","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>.","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.","short":"V. Lohweg, E. Gillich, J. Schaede, in: InIT KBA-Giori International Workshop on “Detection of Banknote Forgeries”, Blomberg, 10-12 August 2009, 2009.","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","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>.","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.","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.","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.","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."},"user_id":"45673","date_created":"2019-11-29T14:46:08Z","department":[{"_id":"DEP5023"}],"date_updated":"2023-03-15T13:49:38Z","title":"New Concepts in Banknote Authentication"},{"title":"A New Concept on Quality Inspection and Machine Conditioning for Security Prints","user_id":"45673","date_created":"2019-11-29T14:02:12Z","department":[{"_id":"DEP5023"}],"date_updated":"2023-03-15T13:49:38Z","citation":{"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>.","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)","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.","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.","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;","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.","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>.","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>.","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>.","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).","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).","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."},"type":"journal_article","year":2008,"_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. "}],"language":[{"iso":"eng"}],"author":[{"full_name":"Dyck, Walter","first_name":"Walter","last_name":"Dyck"},{"last_name":"Türke","full_name":"Türke, Thomas","first_name":"Thomas"},{"first_name":"Johannes","full_name":"Schaede, Johannes","last_name":"Schaede","id":"2128"},{"id":"1804","orcid":"0000-0002-3325-7887","last_name":"Lohweg","first_name":"Volker","full_name":"Lohweg, Volker"}],"publication":"Optical Document Security - The 2008 Conference on Optical Security and Counterfeit Deterrence; Reconnaissance International Publishers and Consultants, San Francisco, CA, USA","keyword":["authentification","anti-counterfeit features","inspection","quality","sensor fusion","pattern recognition"],"status":"public"},{"status":"public","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."}],"publication_status":"published","author":[{"last_name":"Dyck","full_name":"Dyck, Walter","first_name":"Walter"},{"last_name":"Türke","full_name":"Türke, Thomas","first_name":"Thomas"},{"id":"2128","last_name":"Schaede","full_name":"Schaede, Johannes","first_name":"Johannes"},{"first_name":"Volker","full_name":"Lohweg, Volker","last_name":"Lohweg","orcid":"0000-0002-3325-7887","id":"1804"}],"publisher":"MLSP 2007 - International Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING","publication_identifier":{"eisbn":["978-1-4244-1566-3"],"unknown":["2378-928X "],"issn":["1551-2541 "],"isbn":["978-1-4244-1565-6"]},"title":"A Fuzzy-Pattern-Classifier-Based Adaptive Learning Model for Sensor Fusion","page":"accepted for publication","keyword":["Sensor fusion","Inspection","Optical sensors","Printing machinery","Data security","Data analysis","Production","Degradation","Principal component analysis","Karhunen-Loeve transforms"],"language":[{"iso":"eng"}],"_id":"2068","place":"Thessaloniki, Greece","type":"conference","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>","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.","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.","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.","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> .","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.","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.","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.","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>.","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>.","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","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>"},"year":2007,"doi":"10.1109/MLSP.2007.4414320","date_updated":"2023-03-15T13:49:38Z","main_file_link":[{"url":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=4414320&tag=1"}],"department":[{"_id":"DEP5023"}],"date_created":"2019-11-29T13:50:28Z","user_id":"45673"},{"_id":"2059","language":[{"iso":"eng"}],"publication_status":"published","publisher":"SPIE","author":[{"last_name":"Schaede","first_name":"Johannes","full_name":"Schaede, Johannes","id":"2128"},{"id":"1804","last_name":"Lohweg","orcid":"0000-0002-3325-7887","full_name":"Lohweg, Volker","first_name":"Volker"}],"publication":"IST/SPIE 18th Annual Symposium on Electronic Imaging - Optical Security and Counterfeit Deterrence Techniques VI - Vol 6075","status":"public","page":"1-12","title":"The Mechanisms of Human Recognition as a Guideline For Security Feature Development","doi":"https://doi.org/10.1117/12.656529","date_updated":"2023-03-15T13:49:38Z","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"}],"department":[{"_id":"DEP5023"}],"date_created":"2019-11-29T13:23:33Z","user_id":"45673","citation":{"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.","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.","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>.","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>.","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","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>","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>","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.","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.","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-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> .","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."},"type":"conference","year":2006,"editor":[{"last_name":"van Renesse","full_name":"van Renesse, Rundolf","first_name":"Rundolf"}]},{"title":"Robust and Reliable Banknote Authentification and Print Flaw Detection with Opto-Acoustical Sensor Fusion Methods","user_id":"45673","date_created":"2019-11-29T13:27:17Z","department":[{"_id":"DEP5023"}],"date_updated":"2023-03-15T13:49:38Z","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"}],"citation":{"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.","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.","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>.","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.","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.","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.","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.","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.","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."},"type":"conference","year":2006,"publication_status":"published","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."}],"_id":"2060","language":[{"iso":"eng"}],"publisher":"SPIE","author":[{"id":"1804","full_name":"Lohweg, Volker","first_name":"Volker","orcid":"0000-0002-3325-7887","last_name":"Lohweg"},{"id":"2128","last_name":"Schaede","full_name":"Schaede, Johannes","first_name":"Johannes"},{"last_name":"Türke","first_name":"Thomas","full_name":"Türke, Thomas"}],"publication":"IS&T/SPIE 18th Annual Symposium on Electronic Imaging - Optical Security and Counterfeit Deterrence Techniques VI, Proceedings(18) SPIE, Feb 2006. ","status":"public"},{"publisher":"SPIE Newsroom, The International Society for Optical Engineering","author":[{"first_name":"Johannes","full_name":"Schaede, Johannes","last_name":"Schaede","id":"2128"},{"last_name":"Türke","full_name":"Türke, Thomas","first_name":"Thomas"},{"orcid":"0000-0002-3325-7887","last_name":"Lohweg","full_name":"Lohweg, Volker","first_name":"Volker","id":"1804"}],"_id":"2061","language":[{"iso":"eng"}],"status":"public","main_file_link":[{"url":"https://spie.org/news/0202-acoustical-measurements-improve-print-flaw-detection-and-authenticity-checking?ArticleID=x8758","open_access":"1"}],"date_updated":"2023-03-15T13:49:38Z","date_created":"2019-11-29T13:31:39Z","department":[{"_id":"DEP5023"}],"user_id":"45673","title":"Acoustical measurements improve print flaw detection and authenticity checking","year":2006,"oa":"1","citation":{"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.","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-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.","ufg":"<b>Schaede, Johannes et. al. (2006)</b>: Acoustical measurements improve print flaw detection and authenticity checking, in: .","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.","short":"J. Schaede, T. Türke, V. Lohweg, in: SPIE Newsroom, The International Society for Optical Engineering, 2006.","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","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.","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.","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.","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."},"type":"conference"},{"_id":"2062","language":[{"iso":"eng"}],"page":"1-8","keyword":["Information security","Inspection","Printing machinery","Optical sensors","Data security","Personnel","Fuzzy systems","Sensor systems","Expert systems","Ink"],"user_id":"45673","date_created":"2019-11-29T13:35:03Z","department":[{"_id":"DEP5023"}],"main_file_link":[{"url":"https://ieeexplore.ieee.org/document/4086065/keywords#full-text-header"}],"date_updated":"2023-03-15T13:49:38Z","doi":"10.1109/ICIF.2006.301779","year":2006,"citation":{"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.","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.","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.","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>.","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>.","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.","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.","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."},"type":"conference","author":[{"full_name":"Dyck, Walter","first_name":"Walter","last_name":"Dyck"},{"id":"2128","first_name":"Johannes","full_name":"Schaede, Johannes","last_name":"Schaede"},{"last_name":"Türke","first_name":"Thomas","full_name":"Türke, Thomas"},{"full_name":"Lohweg, Volker","first_name":"Volker","last_name":"Lohweg","orcid":"0000-0002-3325-7887","id":"1804"}],"publisher":"9th International Conference on Information Fusion, 2006. ICIF '06","publication_status":"published","abstract":[{"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 />","lang":"eng"}],"status":"public","publication":" 2006 9th International Conference on Information Fusion","title":"Information Fusion Application On Security Printing With Parametrical Fuzzy Classification","publication_identifier":{"isbn":[" 1-4244-0953-5"]}},{"status":"public","_id":"2057","language":[{"iso":"eng"}],"place":"Detmold","author":[{"id":"1804","full_name":"Lohweg, Volker","first_name":"Volker","last_name":"Lohweg","orcid":"0000-0002-3325-7887"},{"last_name":"Schaede","full_name":"Schaede, Johannes","first_name":"Johannes","id":"2128"}],"publisher":"IHK Lippe zu Detmold","type":"conference","citation":{"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.","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","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.","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.","ieee":"V. Lohweg and J. Schaede, “Besser unscharf, aber genau als präzise und falsch! - Was hat Bildverarbeitung mit Banknoten zu tun?,” 2005.","van":"Lohweg V, Schaede J. Besser unscharf, aber genau als präzise und falsch! - Was hat Bildverarbeitung mit Banknoten zu tun? 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In: Detmold: IHK Lippe zu Detmold; 2005."},"year":2005,"title":"Besser unscharf, aber genau als präzise und falsch! - Was hat Bildverarbeitung mit Banknoten zu tun?","user_id":"45673","date_updated":"2023-03-15T13:49:38Z","department":[{"_id":"DEP5023"}],"date_created":"2019-11-29T13:13:49Z"}]
