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Music Source Separation

8 papers with code · Music

( Image credit: Open-Unmix )

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Demucs: Deep Extractor for Music Sources with extra unlabeled data remixed

3 Sep 2019facebookresearch/demucs

We study the problem of source separation for music using deep learning with four known sources: drums, bass, vocals and other accompaniments.

MUSIC SOURCE SEPARATION

Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation

8 Jun 2018f90/Wave-U-Net

Models for audio source separation usually operate on the magnitude spectrum, which ignores phase information and makes separation performance dependant on hyper-parameters for the spectral front-end.

MUSIC SOURCE SEPARATION

Open-Unmix - A Reference Implementation for Music Source Separation

The Journal of Open Source Software 2019 sigsep/open-unmix-pytorch

Music source separation is the task of decomposing music into its constitutive components, e. g., yielding separated stems for the vocals, bass, and drums.

MUSIC SOURCE SEPARATION

End-to-end music source separation: is it possible in the waveform domain?

29 Oct 2018francesclluis/source-separation-wavenet

Most of the currently successful source separation techniques use the magnitude spectrogram as input, and are therefore by default omitting part of the signal: the phase.

MUSIC SOURCE SEPARATION

Adversarial Semi-Supervised Audio Source Separation applied to Singing Voice Extraction

31 Oct 2017f90/AdversarialAudioSeparation

Based on this idea, we drive the separator towards outputs deemed as realistic by discriminator networks that are trained to tell apart real from separator samples.

DATA AUGMENTATION MUSIC SOURCE SEPARATION

Semi-Supervised Monaural Singing Voice Separation With a Masking Network Trained on Synthetic Mixtures

14 Dec 2018sagiebenaim/Singing

We study the problem of semi-supervised singing voice separation, in which the training data contains a set of samples of mixed music (singing and instrumental) and an unmatched set of instrumental music.

MUSIC SOURCE SEPARATION SPEECH SEPARATION

Primal-Dual Algorithms for Non-negative Matrix Factorization with the Kullback-Leibler Divergence

4 Dec 2014fnyanez/nmf

Non-negative matrix factorization (NMF) approximates a given matrix as a product of two non-negative matrices.

FACE RECOGNITION MUSIC SOURCE SEPARATION

Multi-scale Multi-band DenseNets for Audio Source Separation

29 Jun 2017tsurumeso/vocal-remover

This paper deals with the problem of audio source separation.

MUSIC SOURCE SEPARATION