Thesis Details

Detekce objektů na GPU

Master's Thesis Student: Jurák Martin Academic Year: 2014/2015 Supervisor: Juránek Roman, Ing., Ph.D.
English title
Object Detection on GPU
Language
Czech
Abstract

This thesis is focused on the acceleration of Random Forest object detection in an image. Random Forest detector is an ensemble of independently evaluated random decision trees. This feature can be used to acceleration on graphics unit. Development and increasing performance of graphics processing units allow the use of GPU for general-purpose computing (GPGPU). The goal of this thesis is describe how to implement Random Forest method on GPU with OpenCL standard.

Keywords

Object detection, GPGPU, GPU, OpenCL, Random Forest

Department
Department of Computer Graphics and Multimedia FIT BUT
Degree Programme
Information Technology, Field of Study Computer Graphics and Multimedia
Files
Status
defended, grade D
Date
26 August 2015
Reviewer
Hradiš Michal, Ing., Ph.D.
Committee
Zemčík Pavel, prof. Dr. Ing. (DCGM FIT BUT), předseda
Beran Vítězslav, doc. Ing., Ph.D. (DCGM FIT BUT), člen
Burget Lukáš, doc. Ing., Ph.D. (DCGM FIT BUT), člen
Rogalewicz Adam, doc. Mgr., Ph.D. (DITS FIT BUT), člen
Růžička Richard, doc. Ing., Ph.D., MBA (DCSY FIT BUT), člen
Rybička Jiří, doc. Ing. Dr. (Mendelu), člen
Citation
JURÁK, Martin. Detekce objektů na GPU. Brno, 2015. Master's Thesis. Brno University of Technology, Faculty of Information Technology. 2015-08-26. Supervised by Juránek Roman. Available from: https://www.fit.vut.cz/study/thesis/18156/
BibTeX 
@mastersthesis{FITMT18156,
    author = "Martin Jur\'{a}k",
    type = "Master's thesis",
    title = "Detekce objekt\r{u} na GPU",
    school = "Brno University of Technology, Faculty of Information Technology",
    year = 2015,
    location = "Brno, CZ",
    language = "czech",
    url = "https://www.fit.vut.cz/study/thesis/18156/"
}

Theses

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