Depthwise Separable Convolutions Versus Recurrent Neural Networks for Monaural Singing Voice Separation

Pyry Pyykkönen, Styliannos I. Mimilakis, Konstantinos Drossos +1

Recent approaches for music source separation are almost exclusively based on deep neural networks, mostly employing recurrent neural networks (RNNs). Although RNNs are in many cas…