Sebastian Böck, Jan Schlüter, Gerhard Widmer,
"Enhanced Peak Picking for Onset Detection with Recurrent Neural Networks"
: Proceedings of the 6th International Workshop on Machine Learning and Music, European Conference on Machine Learning (ECML 2013), 9-2013
Original Titel:
Enhanced Peak Picking for Onset Detection with Recurrent Neural Networks
Sprache des Titels:
Englisch
Original Buchtitel:
Proceedings of the 6th International Workshop on Machine Learning and Music, European Conference on Machine Learning (ECML 2013)
Original Kurzfassung:
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.
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