Thesis Details

Aplikace algoritmu AdaBoost

Bachelor's Thesis Student: Wrhel Vladimír Academic Year: 2007/2008 Supervisor: Hradiš Michal, Ing., Ph.D.
English title
Application of AdaBoost
Language
Czech
Abstract

Basics of classification and pattern recognitions will be mentioned in this work. We will focus mainly on AdaBoost algorithm, which serves to create a strong classifier function by some weak classifiers. We shall get acquainted with some modifications of AdaBoost. These modifications improve some of AdaBoost attributes. We shall also look into weak classifiers and features applicable to them. We shall especially look into the Haar- likes features. We shall discus possibilities of using the mentioned algorithms and features in facial expression recognition. We shall describe the situation between facial expression databases. We shall draw out a possible implementation of application of facial expression recognition.

Keywords

Classification, pattern recognition, Neural nets, AdaBoost, Haar-like features, Gabor wavelet, facial expression recognition, classifier, OpenCV

Department
Department of Computer Graphics and Multimedia FIT BUT
Degree Programme
Information Technology
Files
Status
defended, grade B
Date
12 June 2008
Reviewer
Šilhavá Jana, Ing.
Committee
Černocký Jan, prof. Dr. Ing. (DCGM FIT BUT), předseda
Herout Adam, prof. Ing., Ph.D. (DCGM FIT BUT), člen
Lukáš Roman, Ing., Ph.D. (DIFS FIT BUT), člen
Ráček Jaroslav, RNDr., Ph.D. (FI MUNI), člen
Vojnar Tomáš, prof. Ing., Ph.D. (DITS FIT BUT), člen
Zbořil František, doc. Ing., Ph.D. (DITS FIT BUT), člen
Citation
WRHEL, Vladimír. Aplikace algoritmu AdaBoost. Brno, 2008. Bachelor's Thesis. Brno University of Technology, Faculty of Information Technology. 2008-06-12. Supervised by Hradiš Michal. Available from: https://www.fit.vut.cz/study/thesis/6855/
BibTeX 
@bachelorsthesis{FITBT6855,
    author = "Vladim\'{i}r Wrhel",
    type = "Bachelor's thesis",
    title = "Aplikace algoritmu AdaBoost",
    school = "Brno University of Technology, Faculty of Information Technology",
    year = 2008,
    location = "Brno, CZ",
    language = "czech",
    url = "https://www.fit.vut.cz/study/thesis/6855/"
}

Theses

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