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@conference{Gaurav Naithani2017,
author = "Gaurav Naithani and Tom Barker and Giambattista Parascandolo and Lars Bramsl{\o}w and Niels Henrik Pontoppidan and Tuomas Virtanen",
abstract = "Deep neural networks (DNN) have been successfully employed
for the problem of monaural sound source separation achieving
state-of-the-art results. In this paper, we propose using convolutional
recurrent neural network (CRNN) architecture for tackling
this problem. We focus on a scenario where low algorithmic delay
(≤ 10 ms) is paramount, and relatively little training data is available.
We show that the proposed architecture can achieve slightly
better performance as compared to feedforward DNNs and long
short-term memory (LSTM) networks. In addition to reporting
separation performance metrics (i.e., source to distortion ratios),
we also report extended short term objective intelligibility (ESTOI)
scores which better predict intelligibility performance in presence
of non-stationary interferers.",
booktitle = "IEEE Workshop on Applications of Signal Processing to Audio and Acoustics",
keywords = "source separation",
publisher = "IEEE",
title = "{L}ow {L}atency {S}ound {S}ource {S}eparation using {C}onvolutional {R}ecurrent {N}eural {N}etworks",
year = "2017",
}