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Music Source Separation

2 papers with code · Music

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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. In order to avoid omitting potentially useful information, we study the viability of using end-to-end models for 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. In a prototype experiment for singing voice separation, separation performance increases with our approach compared to purely supervised training.