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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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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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. |
format | Online Article Text |
id | pubmed-8404935 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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