Korbicz, Józef - red. ; Uciński, Dariusz - red.
In this work, a modified version of the elastic bunch graph matching (EBGM) algorithm for face recognition is introduced. First, faces are detected by using a fuzzy skin detector based on the RGB color space. Then, the fiducial points for the facial graph are extracted automatically by adjusting a grid of points to the result of an edge detector. After that, the position of the nodes, their relation with their neighbors and their Gabor jets are calculated in order to obtain the feature vector defining each face. ; A self-organizing map (SOM) framework is shown afterwards. Thus, the calculation of the winning neuron and the recognition process are performed by using a similarity function that takes into account both the geometric and texture information of the facial graph. The set of experiments carried out for our SOM-EBGM method shows the accuracy of our proposal when compared with other state-of the-art methods.
Zielona Góra: Uniwersytet Zielonogórski
AMCS, volume 26, number 2 (2016) ; kliknij tutaj, żeby przejść
Biblioteka Uniwersytetu Zielonogórskiego
2024-05-10
2024-05-10
11
https://zbc.uz.zgora.pl/publication/88970
Nazwa wydania | Data |
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A connectionist computational method for face recognition | 2024-05-10 |
Duch, Włodzislaw Adamczak, Rafał Diercksen, Geerd H.F. Rutkowska, Danuta - ed. Zadeh, Lotfi A. - ed.
Pławiak, Paweł Tadeusiewicz, Ryszard Kowal, Marek - red. Korbicz, Józef - red.
Praczyk, Tomasz Korbicz, Józef - red.
Świercz, Ewa Korbicz, Józef - red. Uciński, Dariusz - red.
Śmietański, Jacek Tadeusiewicz, Ryszard Łuczyńska, Elżbieta Korbicz, Józef - red. Uciński, Dariusz - red.
Wu, Haiyong Yan, Senlin Makowski, Ryszard - ed. Zarzycki, Jan - ed.
Patan, Krzysztof Witczak, Marcin Korbicz, Józef Korbicz, Józef - ed. Sauter, Dominique - ed.
Witczak, Marcin Korbicz, Józef - red.