Music Source Separation in the Waveform Domain

We present here a comparison of Demucs and Conv-Tasnet trained on MusDB (Demucs, ConvTasnet) and with 150 extra tracks (DemucsExtra, ConvTasnetExtra). We compare ourselves to OpenUnmix, WaveUNet and MMDenseLSTM (trained with 804 extra tracks). For more information, read our paper or go to our repository.

For a comparison of Spleeter, Open-Unmix, Conv-Tasnet and Demucs on one of my favorite songs, see our Soundcloud playlist just after.

Tom McKenzie - Directions

Mixture:

Model Drums Bass Other Vocals
Reference
WavUNet
OpenUnmix
Demucs
ConvTasnet
DemucsExtra
ConvTasnetExtra
MMDenseLSTM

Nerve 9 - Pray For The Rain

Mixture:

Model Drums Bass Other Vocals
Reference
OpenUnmix
WavUNet
Demucs
ConvTasnet
DemucsExtra
ConvTasnetExtra
MMDenseLSTM

Bobby Nobody - Stitch Up

Mixture:

Model Drums Bass Other Vocals
Reference
OpenUnmix
WavUNet
Demucs
ConvTasnet
DemucsExtra
ConvTasnetExtra
MMDenseLSTM