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An Experimental Comparison between Deep Learning and Classical Machine Learning Approaches for Writer Identification in Medieval Documents [PDF]

open access: yesJournal of Imaging, 2020
In the framework of palaeography, the availability of both effective image analysis algorithms, and high-quality digital images has favored the development of new applications for the study of ancient manuscripts and has provided new tools for decision ...
Nicole Dalia Cilia   +5 more
doaj   +2 more sources

Offline text-independent writer identification using a codebook with structural features [PDF]

open access: yesPLoS ONE, 2023
Understanding handwritten documents is a vital and challenging problem that attracts many researchers in the fields of forensic and authentication science.
Bashar Q. Ahmed   +2 more
doaj   +2 more sources

Writer identification and writer retrieval based on NetVLAD with Re‐ranking [PDF]

open access: yesIET Biometrics, 2022
The issue of writer identification and writer retrieval, which is considered a challenging problem in the field of document analysis and recognition is addressed here..
Shervin Rasoulzadeh, Bagher BabaAli
doaj   +3 more sources

Historical Manuscripts Analysis: A Deep Learning System for Writer Identification Using Intelligent Feature Selection with Vision Transformers [PDF]

open access: yesJournal of Imaging
Identifying the scriptwriter in historical manuscripts is crucial for historians, providing valuable insights into historical contexts and aiding in solving historical mysteries.
Merouane Boudraa   +4 more
doaj   +2 more sources

Writer identification using textural features [PDF]

open access: yesITM Web of Conferences, 2022
Writer Identification has gained increasing importance in the scientific community in recent years. In this paper, we propose an approach based on the combination of local textural descriptors and encoding methods (VLAD and Triangulation Embedding).
Lazrak Said   +4 more
doaj   +1 more source

Script independent offline writer identification from handwriting samples based on texture using wavelet transform in Persian-English languages [PDF]

open access: yesمجله مدل سازی در مهندسی, 2021
Recent advances in information technology and the need for more security have led to the rapid development of intelligent biometric identification systems. Recent studies have proven that handwriting of each person is unique and can be used as one of the
Mostafa Sabzekar   +3 more
doaj   +1 more source

A Thresholded Gabor-CNN Based Writer Identification System for Indic Scripts

open access: yesIEEE Access, 2021
Writer identification is the procedure of identifying individuals from handwriting. Writer identification is a common interest in biometric authentication and verification systems, and numerous studies are available for English, Chinese, Arabic, and ...
M. F. Mridha   +5 more
doaj   +1 more source

Online Kanji Characters Based Writer Identification Using Sequential Forward Floating Selection and Support Vector Machine

open access: yesApplied Sciences, 2022
Writer identification has become a hot research topic in the fields of pattern recognition, forensic document analysis, the criminal justice system, etc.
Md. Al Mehedi Hasan   +2 more
doaj   +1 more source

WRITER IDENTIFICATION: THE EFFECT OF IMAGE RESIZING ON CNN PERFORMANCE [PDF]

open access: yesThe International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, 2021
Introducing Deep Learning has been successful in improving the performance of automated writer identification systems. However, using very large patch sizes as input to CNN consumes a lot of machine resources and requires a lot of training time.
A. Semma   +4 more
doaj   +1 more source

Offline Writer Recognition for Kurdish Handwritten Text Document Based on Proposed Codebook

open access: yesUHD Journal of Science and Technology, 2021
Handwritten text recognition has been an ongoing attractive task to research in the field of document analysis and recognition with applications in handwriting forensics, paleography, document examination, and handwriting recognition.
Twana Latif Mohammed   +1 more
doaj   +1 more source

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