TY - CONF T1 - Enhanced peak picking for onset detection with recurrent neural networks T2 - Proceedings of the 6th International Workshop on Machine Learning and Music Y1 - 2013 A1 - Sebastian Böck A1 - Schlüter, Jan A1 - Widmer, Gerhard KW - onset detection KW - peak-picking AB -

We present a new neural network based peak-picking algorithm for common onset detection functions. Compared to existing hand-crafted 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.

JF - Proceedings of the 6th International Workshop on Machine Learning and Music CY - Prague, Czech Republic ER - TY - CONF T1 - Musical Onset Detection with Convolutional Neural Networks T2 - Proceedings of the 6th International Workshop on Machine Learning and Music Y1 - 2013 A1 - Schlüter, Jan A1 - Sebastian Böck KW - convolutional neural networks KW - onset detection JF - Proceedings of the 6th International Workshop on Machine Learning and Music CY - Prague, Czech Republic ER -