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Automatic fake document identification and localization using DE-Net and color-based features of foreign inks
Faculty
Computer Science
Year:
2023
Type of Publication:
ZU Hosted
Pages:
1-14
Authors:
Khalied Mohamed Hosny
Staff Zu Site
Abstract In Staff Site
Journal:
Journal of Visual Communication and Image Representation Elsevier
Volume:
92
Keywords :
Automatic fake document identification , localization using
Abstract:
Document examination is a vital mission for revealing illegal modifications that assist in the detection and resolution of criminal acts. Addition and alteration are more frequently used in handwritten documents. However, most of the documents have been modified with similar inks, and it is tough to detect or observe them with human eyes. As a result, there is a need for methods to automatically detect handwriting forgery to reach an accurate detection efficiently. In this paper, a novel and efficient method is proposed for automatically detecting altered handwritten documents and locating the fake part. Therefore, DE-Net is proposed to identify the forged document using a digitally scanned version of the document. Unlike the existing methods, a further localization schema is applied to locate the forged parts in the candidate forged document accurately. Where each forged document is segmented into objects. Color histograms of R, G, and B channels are used to generate a fused feature vector for each object. Then a structural similarity index (SSIM) is applied to detect the lower similarity parts as forged. The experimental results demonstrate that the proposed method can identify and localize foreign ink in handwritten documents with high performance.
Author Related Publications
Khalied Mohamed Hosny, "SEMANTIC REPRESENTATION OF MUSIC DATABASE USING NEW ONTOLOGY-BASED SYSTEM", Journal of Theoretical and Applied Information Technology, 2020
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Khalied Mohamed Hosny, "Building a New Semantic Social Network Using Semantic Web-Based Techniques", ِASPG, 2021
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Khalied Mohamed Hosny, "New Graphical Ultimate Processor for Mapping Relational Database to Resource Description Framework", IEEE, 2022
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Khalied Mohamed Hosny, "Fast computation of accurate Zernike moments", Springer, 2008
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Khalied Mohamed Hosny, "Accurate Computation of QPCET for Color Images in Different Coordinate Systems", SPIE, 2017
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Department Related Publications
Walid Ibrahim Ibrahim Khedr, "Enhanced inter-ASN handover authentication scheme for IEEE 802.16m network", Institution of Engineering and Technology United Kingdom, 2015
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Walid Ibrahim Ibrahim Khedr, "Improved Lightweight Authentication Scheme For Ieee 802.11P Vehicle-to-Infrastructure Communications", Old City Publishing, Inc., USA, 2015
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Khalied Mohamed Hosny, "Comments on "Robust circularly orthogonal moment based on Chebyshev rational function", Digital Signal Processing, Vol. 62, p. 249-258, 2017.", Elsevier, 2017
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Ehab Roshdy Mohamed, "Solving systems of nonlinear equations via conjugate direction flower pollination algorithm", inderscience, 2017
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Ehab Roshdy Mohamed, "Krill herd algorithm based on cuckoo search for solving engineering optimization problems", # Springer Science+Business Media New York 2017, 2017
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