@conference {110, title = {Enhanced peak picking for onset detection with recurrent neural networks}, booktitle = {Proceedings of the 6th International Workshop on Machine Learning and Music}, year = {2013}, month = {September}, address = {Prague, Czech Republic}, abstract = {

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.

}, keywords = {onset detection, peak-picking}, author = {Sebastian B{\"o}ck and Schl{\"u}ter, Jan and Widmer, Gerhard} } @conference {111, title = {Musical Onset Detection with Convolutional Neural Networks}, booktitle = {Proceedings of the 6th International Workshop on Machine Learning and Music}, year = {2013}, month = {September}, address = {Prague, Czech Republic}, keywords = {convolutional neural networks, onset detection}, author = {Schl{\"u}ter, Jan and Sebastian B{\"o}ck} }