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A Robust Document Identification Framework through f-BP Fingerprint

The identification of printed materials is a critical and challenging issue for security purposes, especially when it comes to documents such as banknotes, tickets, or rare collectable cards: eligible targets for ad hoc forgery. State-of-the-art methods require expensive and specific industrial equi...

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Detalles Bibliográficos
Autores principales: Guarnera, Francesco, Giudice, Oliver, Allegra, Dario, Stanco, Filippo, Battiato, Sebastiano, Livatino, Salvatore, Matranga, Vito, Salici, Angelo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8404935/
https://www.ncbi.nlm.nih.gov/pubmed/34460762
http://dx.doi.org/10.3390/jimaging7080126
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author Guarnera, Francesco
Giudice, Oliver
Allegra, Dario
Stanco, Filippo
Battiato, Sebastiano
Livatino, Salvatore
Matranga, Vito
Salici, Angelo
author_facet Guarnera, Francesco
Giudice, Oliver
Allegra, Dario
Stanco, Filippo
Battiato, Sebastiano
Livatino, Salvatore
Matranga, Vito
Salici, Angelo
author_sort Guarnera, Francesco
collection PubMed
description The identification of printed materials is a critical and challenging issue for security purposes, especially when it comes to documents such as banknotes, tickets, or rare collectable cards: eligible targets for ad hoc forgery. State-of-the-art methods require expensive and specific industrial equipment, while a low-cost, fast, and reliable solution for document identification is increasingly needed in many contexts. This paper presents a method to generate a robust fingerprint, by the extraction of translucent patterns from paper sheets, and exploiting the peculiarities of binary pattern descriptors. A final descriptor is generated by employing a block-based solution followed by principal component analysis (PCA), to reduce the overall data to be processed. To validate the robustness of the proposed method, a novel dataset was created and recognition tests were performed under both ideal and noisy conditions.
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spelling pubmed-84049352021-10-28 A Robust Document Identification Framework through f-BP Fingerprint Guarnera, Francesco Giudice, Oliver Allegra, Dario Stanco, Filippo Battiato, Sebastiano Livatino, Salvatore Matranga, Vito Salici, Angelo J Imaging Article The identification of printed materials is a critical and challenging issue for security purposes, especially when it comes to documents such as banknotes, tickets, or rare collectable cards: eligible targets for ad hoc forgery. State-of-the-art methods require expensive and specific industrial equipment, while a low-cost, fast, and reliable solution for document identification is increasingly needed in many contexts. This paper presents a method to generate a robust fingerprint, by the extraction of translucent patterns from paper sheets, and exploiting the peculiarities of binary pattern descriptors. A final descriptor is generated by employing a block-based solution followed by principal component analysis (PCA), to reduce the overall data to be processed. To validate the robustness of the proposed method, a novel dataset was created and recognition tests were performed under both ideal and noisy conditions. MDPI 2021-07-29 /pmc/articles/PMC8404935/ /pubmed/34460762 http://dx.doi.org/10.3390/jimaging7080126 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Guarnera, Francesco
Giudice, Oliver
Allegra, Dario
Stanco, Filippo
Battiato, Sebastiano
Livatino, Salvatore
Matranga, Vito
Salici, Angelo
A Robust Document Identification Framework through f-BP Fingerprint
title A Robust Document Identification Framework through f-BP Fingerprint
title_full A Robust Document Identification Framework through f-BP Fingerprint
title_fullStr A Robust Document Identification Framework through f-BP Fingerprint
title_full_unstemmed A Robust Document Identification Framework through f-BP Fingerprint
title_short A Robust Document Identification Framework through f-BP Fingerprint
title_sort robust document identification framework through f-bp fingerprint
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8404935/
https://www.ncbi.nlm.nih.gov/pubmed/34460762
http://dx.doi.org/10.3390/jimaging7080126
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