Generating Face Image Dataset Using a 3D Head Model
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F21%3APU143328" target="_blank" >RIV/00216305:26230/21:PU143328 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/IC4ME253898.2021.9768496" target="_blank" >http://dx.doi.org/10.1109/IC4ME253898.2021.9768496</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/IC4ME253898.2021.9768496" target="_blank" >10.1109/IC4ME253898.2021.9768496</a>
Alternative languages
Result language
angličtina
Original language name
Generating Face Image Dataset Using a 3D Head Model
Original language description
Many classification algorithms depend on a training dataset to be able to find appropriate parameters. The training dataset can significantly affect the resulting quality of the classifier hence it is necessary to use as good dataset for given task as possible. Either there already is an available ready-to-use dataset or a new one must be created. It is rather tedious and time consuming process to create a new dataset from scratch because many algorithms usually require a large amount of tagged data. For many specific tasks the only way is to create a new dataset simply because there are no sets available. For the purposes of training and testing face detection and recognition algorithms we created a generator producing large number of images containing human head in various poses and positions placed in a predefined scene. The synthetically generated dataset may complement the dataset generated by the real data or may be used separately.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
<a href="/en/project/VJ01030006" target="_blank" >VJ01030006: International collaboration in forensic analysis of fingerprints and facial images for the criminal police service</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Others
Publication year
2021
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
2021 International Conference on Computer, Communication, Chemical, Materials and Electronic Engineering (IC4ME2)
ISBN
978-1-6654-0638-3
ISSN
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e-ISSN
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Number of pages
4
Pages from-to
1-4
Publisher name
Institute of Electrical and Electronics Engineers
Place of publication
Rajshahi
Event location
Bangladesh
Event date
Dec 26, 2021
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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