Sams-Net: A Sliced Attention-based Neural Network for Music Source Separation

Tingle Li Jiawei Chen Haowen Hou Ming Li
ISCSLP 2021

Comparison of Sams-Net vs Open-Unmix and Demucs for music source separation on 4 sources: vocals, drums, bass, and other.

A-R: Adele – Rolling in the Deep

Mixture

Sams-Net

Vocals

Drums

Bass

Other

Open-Unmix

Vocals

Drums

Bass

Other

Demucs

Vocals

Drums

Bass

Other

C-Y: Carpenters – Yesterday Once More

Mixture

Sams-Net

Vocals

Drums

Bass

Other

Open-Unmix

Vocals

Drums

Bass

Other

Demucs

Vocals

Drums

Bass

Other

S-J: Sarah Connor – Just One Last Dance

Mixture

Sams-Net

Vocals

Drums

Bass

Other

Open-Unmix

Vocals

Drums

Bass

Other

Demucs

Vocals

Drums

Bass

Other

T-S: The Walkers – The Sun Ain’t Gonna Shine

Mixture

Sams-Net

Vocals

Drums

Bass

Other

Open-Unmix

Vocals

Drums

Bass

Other

Demucs

Vocals

Drums

Bass

Other

J-T: Jascha Richter – Right Here by Your Side

Mixture

Sams-Net

Vocals

Drums

Bass

Other

Open-Unmix

Vocals

Drums

Bass

Other

Demucs

Vocals

Drums

Bass

Other

T-E: The Chainsmokers – Don’t Let Me Down

Mixture

Sams-Net

Vocals

Drums

Bass

Other

Open-Unmix

Vocals

Drums

Bass

Other

Demucs

Vocals

Drums

Bass

Other

Reference

[1] F.-R. Stoter, S. Uhlich, A. Liutkus, and Y. Mitsufuji, “Open-unmix—a reference implementation for music source separation,” Journal of Open Source Software, 2019.

[2] A. Defossez, N. Usunier, L. Bottou, and F. Bach, “Music Source Separation in the Waveform Domain,” HAL, Tech. Rep. 02379796v1, 2019.