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Enhanced Peak Picking for Onset Detection with Recurrent Neural Networks

Aktivität: Vortrag oder PräsentationVortrag nach Bewerbung und Auswahlunbekannt

Beschreibung

We present a new neural network based peak-picking algorithm for common onset detection functions. Compared to existing handcrafted methods it yields a better performance and leads to a much lower number of false negative detections. The performance is evaluated on basis of a huge dataset with over 25k annotated onsets and shows a significant improvement over existing methods in cases of signals with previously unknown levels.
Zeitraum25 Sep. 2013
Ereignistitel6th International Workshop on Machine Learning and Music, European Conference on Machine Learning (ECML 2013)
VeranstaltungstypKonferenz
OrtTschechische RepublikAuf Karte anzeigen

Wissenschaftszweige

  • 102 Informatik
  • 102001 Artificial Intelligence
  • 102003 Bildverarbeitung

JKU-Schwerpunkte

  • Computation in Informatics and Mathematics
  • TNF Allgemein