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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

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • 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

  • e-ISSN

  • 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