<div class="csl-bib-body">
<div class="csl-entry">Koepf, M., Kleber, F., & Sablatnig, R. (2022). Writer Identification and Writer Retrieval Using Vision Transformer for Forensic Documents. In <i>Document Analysis Systems: 15th IAPR International Workshop, DAS 2022, La Rochelle, France, May 22–25, 2022, Proceedings</i> (pp. 352–366). https://doi.org/10.1007/978-3-031-06555-2_24</div>
</div>
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dc.identifier.uri
http://hdl.handle.net/20.500.12708/139868
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dc.description.abstract
Writer identification and writer retrieval deal with the analysis of handwritten documents regarding the authorship and are used, for example, in forensic investigations. In this paper, we present a writer identification and writer retrieval method based on Vision Transformers. This is in contrast to the current state of the art, which mainly uses traditional Convolutional-Neural-Network-approaches. The evaluation of our self-attention-based and convolution-free method is done on two public datasets (CVL Database and dataset of the ICDAR 2013 Competition on Writer Identification) as well as a forensic dataset (WRITE dataset). The proposed system achieves a top-1 accuracy up to 99% (CVL) and 97% (ICDAR 2013). In addition, the impact of the used script (Latin and Greek) and the used writing style (cursive handwriting and block letters) on the recognition rate are analyzed and presented.
en
dc.description.sponsorship
FFG - Österr. Forschungsförderungs- gesellschaft mbH
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dc.language.iso
en
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dc.relation.ispartofseries
Lecture Notes in Computer Science
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dc.subject
Forensics
en
dc.subject
Vision Transformer
en
dc.subject
Writer identification
en
dc.subject
Writer retrieval
en
dc.title
Writer Identification and Writer Retrieval Using Vision Transformer for Forensic Documents
en
dc.type
Inproceedings
en
dc.type
Konferenzbeitrag
de
dc.contributor.affiliation
TU Wien
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dc.relation.isbn
978-3-031-06555-2
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dc.description.startpage
352
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dc.description.endpage
366
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dc.relation.grantno
879687
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dc.type.category
Full-Paper Contribution
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tuw.booktitle
Document Analysis Systems: 15th IAPR International Workshop, DAS 2022, La Rochelle, France, May 22–25, 2022, Proceedings
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tuw.container.volume
13237
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tuw.peerreviewed
true
-
tuw.project.title
IT unterstützte Suche und Vergleich von Handschriften
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tuw.researchTopic.id
I5
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tuw.researchTopic.name
Visual Computing and Human-Centered Technology
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tuw.researchTopic.value
100
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tuw.publication.orgunit
E193-01 - Forschungsbereich Computer Vision
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tuw.publisher.doi
10.1007/978-3-031-06555-2_24
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dc.description.numberOfPages
15
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tuw.author.orcid
0000-0001-8351-5066
-
tuw.author.orcid
0000-0003-4195-1593
-
tuw.event.name
15th IAPR International Workshop (DAS 2022)
en
tuw.event.startdate
22-05-2022
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tuw.event.enddate
25-02-2022
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tuw.event.online
On Site
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tuw.event.type
Event for scientific audience
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tuw.event.place
La Rochelle
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tuw.event.country
FR
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tuw.event.presenter
Kleber, Florian
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wb.sciencebranch
Informatik
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wb.sciencebranch
Mathematik
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wb.sciencebranch.oefos
1020
-
wb.sciencebranch.oefos
1010
-
wb.sciencebranch.value
90
-
wb.sciencebranch.value
10
-
item.fulltext
no Fulltext
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item.cerifentitytype
Publications
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item.openairecristype
http://purl.org/coar/resource_type/c_5794
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item.languageiso639-1
en
-
item.openairetype
conference paper
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item.grantfulltext
none
-
crisitem.author.dept
TU Wien
-
crisitem.author.dept
E193-01 - Forschungsbereich Computer Vision
-
crisitem.author.dept
E193 - Institut für Visual Computing and Human-Centered Technology
-
crisitem.author.orcid
0000-0001-8351-5066
-
crisitem.author.orcid
0000-0003-4195-1593
-
crisitem.author.parentorg
E193 - Institut für Visual Computing and Human-Centered Technology
-
crisitem.author.parentorg
E180 - Fakultät für Informatik
-
crisitem.project.funder
FFG - Österr. Forschungsförderungs- gesellschaft mbH