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Face recognition using Alapha-Gamma descriptor

Domen Lušina (2017) Face recognition using Alapha-Gamma descriptor. EngD thesis.

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    For facial recognition there are numerous methods available, some of them use local descriptors. In this thesis, for the purpose of face recognition, we will take a closer look at novel local descriptor Alpha-Gamma (shorter AG) developed at the Visual Cognitive Systems Laboratory at the Faculty Of Computer and Information Science, University of Ljubljana. We developed a system for face recognition using bag of words algorithm and SVM classifier. The proposed system was developed for several popular local descriptors and AG. We used publicly available databases for testing. In most cases AG improved facial recognition rate and was shown as a good alternative to other tested local descriptors.

    Item Type: Thesis (EngD thesis)
    Keywords: Alpha-Gamma descriptor, computer vision, facial recognition, face detection, local descriptors
    Number of Pages: 44
    Language of Content: Slovenian
    Mentor / Comentors:
    Name and SurnameIDFunction
    izr. prof. dr. Matej Kristan4053Mentor
    izr. prof. dr. Jasna Maver933Comentor
    Link to COBISS: http://www.cobiss.si/scripts/cobiss?command=search&base=51012&select=(ID=1537573315)
    Institution: University of Ljubljana
    Department: Faculty of Computer and Information Science
    Item ID: 3961
    Date Deposited: 16 Sep 2017 11:38
    Last Modified: 06 Oct 2017 10:26
    URI: http://eprints.fri.uni-lj.si/id/eprint/3961

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