Decompositions of 2D feature representations with applications to acoustic event detection
Zusammenfassung
In this paper we present an automatic procedure for detecting suddenly occurring events in a given audio signal. In particular, we are interested in events which show a quasi-periodic behavior such as recurring hands-clapping or sounds of a person knocking on a resonating surface. We exploit the analogy that impulse-like events such as the ones we want to detect have with percussive components in music: they both appear as vertical lines in the spectrogram. This property allows us to adapt techniques from Music Information Retrieval to our scope. In particular we perform a vertical/horizontal decomposition of the spectrogram to emphasize these vertical lines. In a further step, we detect the positions of these lines and consequently of the events we are interested in with the help of a novelty curve. Finally, the periodicity plays an important role in the process of discarding peaks of the novelty curve coming from background noise or sounds which we do not want to detect.
- Vollständige Referenz
- BibTeX
Cornaggia-Urrigshardt, A. & Kurth, F.,
(2013).
Decompositions of 2D feature representations with applications to acoustic event detection.
In:
Horbach, M.
(Hrsg.),
INFORMATIK 2013 – Informatik angepasst an Mensch, Organisation und Umwelt.
Bonn:
Gesellschaft für Informatik e.V..
(S. 2853-2867).
@inproceedings{mci/Cornaggia-Urrigshardt2013,
author = {Cornaggia-Urrigshardt, Alessia AND Kurth, Frank},
title = {Decompositions of 2D feature representations with applications to acoustic event detection},
booktitle = {INFORMATIK 2013 – Informatik angepasst an Mensch, Organisation und Umwelt},
year = {2013},
editor = {Horbach, Matthias} ,
pages = { 2853-2867 },
publisher = {Gesellschaft für Informatik e.V.},
address = {Bonn}
}
author = {Cornaggia-Urrigshardt, Alessia AND Kurth, Frank},
title = {Decompositions of 2D feature representations with applications to acoustic event detection},
booktitle = {INFORMATIK 2013 – Informatik angepasst an Mensch, Organisation und Umwelt},
year = {2013},
editor = {Horbach, Matthias} ,
pages = { 2853-2867 },
publisher = {Gesellschaft für Informatik e.V.},
address = {Bonn}
}
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Mehr Information
ISBN: 978-3-88579-614-5
ISSN: 1617-5468
Datum: 2013
Sprache:
(en)
(en)
Typ: Text/Conference Paper

