Video Shot Boundary Detection using Visual Bag-of-Words

Jukka Lankinen, Joni-Kristian Kämäräinen

2013

Abstract

Recently, convergence of techniques used in image analysis and video processing has occurred. Many computation and memory intensive image analysis methods have become available for per frame processing of videos due to increased computing power of desktop computers and efficient implementations on multiple cores and graphical processing units (GPUs). As our main contribution in this work, we solve the problem of shot boundary detection using a popular image analysis (object detection) approach: visual bag-of-words (BoW). The baseline approach for the shot boundary detection has been colour histogram and it is at the core of many top methods, but our BoW method of similar complexity in the terms of parameters clearly outperforms colour histograms. Interestingly, an “AND-combination” of colour and BoW histogram detection is clearly superior indicating that colour and local features provide complimentary information for video analysis.

Paper Citation

in Harvard Style

Lankinen J. and Kämäräinen J. (2013). Video Shot Boundary Detection using Visual Bag-of-Words . In Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2013) ISBN 978-989-8565-47-1, pages 788-791. DOI: 10.5220/0004290707880791

in Bibtex Style

@conference{visapp13,
author={Jukka Lankinen and Joni-Kristian Kämäräinen},
title={Video Shot Boundary Detection using Visual Bag-of-Words},
booktitle={Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2013)},
year={2013},
pages={788-791},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004290707880791},
isbn={978-989-8565-47-1},
}

in EndNote Style

TY - CONF
JO - Proceedings of the International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2013)
TI - Video Shot Boundary Detection using Visual Bag-of-Words
SN - 978-989-8565-47-1
AU - Lankinen J.
AU - Kämäräinen J.
PY - 2013
SP - 788
EP - 791
DO - 10.5220/0004290707880791