Constantine C. Doumanidis

1paper

1 Paper

SDMay 25, 2021Code
RNNoise-Ex: Hybrid Speech Enhancement System based on RNN and Spectral Features

Constantine C. Doumanidis, Christina Anagnostou, Evangelia-Sofia Arvaniti et al.

Recent interest in exploiting Deep Learning techniques for Noise Suppression, has led to the creation of Hybrid Denoising Systems that combine classic Signal Processing with Deep Learning. In this paper, we concentrated our efforts on extending the RNNoise denoising system (arXiv:1709.08243) with the inclusion of complementary features during the training phase. We present a comprehensive explanation of the set-up process of a modified system and present the comparative results derived from a performance evaluation analysis, using a reference version of RNNoise as control.