Generalization Challenges for Neural Architectures in Audio Source Separation

Shariq Mobin, Brian Cheung, Bruno Olshausen

Recent work has shown that recurrent neural networks can be trained to separate individual speakers in a sound mixture with high fidelity. Here we explore convolutional neural netw…