Search Results for author: Stylianos Ioannis Mimilakis

Found 5 papers, 2 papers with code

Revisiting Representation Learning for Singing Voice Separation with Sinkhorn Distances

1 code implementation6 Jul 2020 Stylianos Ioannis Mimilakis, Konstantinos Drossos, Gerald Schuller

In this work we present a method for unsupervised learning of audio representations, focused on the task of singing voice separation.

Sound Audio and Speech Processing

Examining the Mapping Functions of Denoising Autoencoders in Singing Voice Separation

no code implementations12 Apr 2019 Stylianos Ioannis Mimilakis, Konstantinos Drossos, Estefanía Cano, Gerald Schuller

We examine the mapping functions of neural networks based on the denoising autoencoder (DAE) model that are conditioned on the mixture magnitude spectra.

Denoising Knowledge Distillation +1

An Overview of Lead and Accompaniment Separation in Music

no code implementations23 Apr 2018 Zafar Rafii, Antoine Liutkus, Fabian-Robert Stöter, Stylianos Ioannis Mimilakis, Derry FitzGerald, Bryan Pardo

For model-based methods, we organize them according to whether they concentrate on the lead signal, the accompaniment, or both.

Sound Audio and Speech Processing

MaD TwinNet: Masker-Denoiser Architecture with Twin Networks for Monaural Sound Source Separation

2 code implementations1 Feb 2018 Konstantinos Drossos, Stylianos Ioannis Mimilakis, Dmitriy Serdyuk, Gerald Schuller, Tuomas Virtanen, Yoshua Bengio

Current state of the art (SOTA) results in monaural singing voice separation are obtained with deep learning based methods.

Sound Audio and Speech Processing

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