Thesis Details

Sledování objektu ve videu

Master's Thesis Student: Sojma Zdeněk Academic Year: 2010/2011 Supervisor: Herout Adam, prof. Ing., Ph.D.
English title
Object Tracking in Video
Language
Czech
Abstract

This master's thesis describes principles of the most widely used object tracking systems in video and then mainly focuses on characterization and on implementation of an interactive offline tracking system for generic color objects. The algorithm quality consists in high accuracy evaluation of object trajectory. The system creates the output trajectory from input data specified by user which may be interactively modified and added to improve the system accuracy. The algorithm is based on a detector which uses a color bin features and on the temporal coherence of object motion to generate multiple candidate object trajectories. Optimal output trajectory is then calculated by dynamic programming whose parameters are also interactively modified by user. The system achieves 15-70 fps on a 480x360 video. The thesis describes implementation of an application which purpose is to optimally evaluate the tracker accuracy. The final results are also discussed.

Keywords

Object tracking, video, color histogram, offline, interactive, integral histogram, adaboost, mean shift, tracking evaluation.

Department
Department of Computer Graphics and Multimedia FIT BUT
Degree Programme
Information Technology, Field of Study Computer Graphics and Multimedia
Files
Status
defended, grade A
Date
21 June 2011
Reviewer
Beran Vítězslav, doc. Ing., Ph.D.
Committee
Fučík Otto, doc. Dr. Ing. (DCSY FIT BUT), předseda
Burget Lukáš, doc. Ing., Ph.D. (DCGM FIT BUT), člen
Chudý Peter, doc. Ing., Ph.D. MBA (DCGM FIT BUT), člen
Kolář Dušan, doc. Dr. Ing. (DIFS FIT BUT), člen
Květoňová Šárka, Ing., Ph.D. (DIFS FIT BUT), člen
Rybička Jiří, doc. Ing. Dr. (Mendelu), člen
Citation
SOJMA, Zdeněk. Sledování objektu ve videu. Brno, 2011. Master's Thesis. Brno University of Technology, Faculty of Information Technology. 2011-06-21. Supervised by Herout Adam. Available from: https://www.fit.vut.cz/study/thesis/3504/
BibTeX 
@mastersthesis{FITMT3504,
    author = "Zden\v{e}k Sojma",
    type = "Master's thesis",
    title = "Sledov\'{a}n\'{i} objektu ve videu",
    school = "Brno University of Technology, Faculty of Information Technology",
    year = 2011,
    location = "Brno, CZ",
    language = "czech",
    url = "https://www.fit.vut.cz/study/thesis/3504/"
}

Theses

Back to top