Publication detail
Video-Based Bicycle Detection in Underground Scenarios
BERAN, V. HEROUT, A. ŘEZNÍČEK, I.
Original Title
Video-Based Bicycle Detection in Underground Scenarios
Type
article in a collection out of WoS and Scopus
Language
English
Original Abstract
Automatic surveillance systems are animportant emerging application of object detection algorithms in video. Thenature of such systems implies several requirements on the used algorithms.Also, searching for less usual objects (in contrast to frontal human faces, carmasks, etc.) is required, such as detection of bicycles. It appears thatdetection of such objects cannot be solved by just applying a standardstatistical or other general detector, but by constructing a specializeddetector composed of several standard image processing and object-detectiontechniques combined together ad hoc. A detector of bicycles in video data fromstandard low-resolution CCTV surveillance system is presented in thiscontribution.
Bicycle detection approach covered by thispaper aims to cope with highly-noisy low-resolution data, to use simpleimage-processing methods and to work in real time. Although the method itselfdoes not constitute a generally usable object detector, it covers severalinteresting aspects which can be re-used in tasks similar to the given one.Low-level features extracted from the video used for wheel-candidateclassification are described in detail. The system is applied and evaluated onreal data and the results are discussed.
Keywords
video surveillance, object detection,bicycle detection
Authors
BERAN, V.; HEROUT, A.; ŘEZNÍČEK, I.
RIV year
2009
Released
12. 3. 2009
Publisher
University of West Bohemia in Pilsen
Location
Plzeň
ISBN
978-80-86943-94-7
Book
Proceedings of WSCG'09
Edition
17-th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision
Pages from
1
Pages to
4
Pages count
4
URL
BibTex
@inproceedings{BUT33718,
author="Vítězslav {Beran} and Adam {Herout} and Ivo {Řezníček}",
title="Video-Based Bicycle Detection in Underground Scenarios",
booktitle="Proceedings of WSCG'09",
year="2009",
series="17-th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision",
pages="1--4",
publisher="University of West Bohemia in Pilsen",
address="Plzeň",
isbn="978-80-86943-94-7",
url="https://www.fit.vut.cz/research/publication/8879/"
}
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