Enhanced Peak Picking for Onset Detection with Recurrent Neural Networks
Sprache des Vortragstitels:
Englisch
Original Tagungtitel:
6th International Workshop on Machine Learning and Music, European Conference on Machine Learning (ECML 2013)
Sprache des Tagungstitel:
Englisch
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.
Forschungs-