音乐源分离(Music Source Separation)

demucs 的对比:

Model Domain Extra data? Overall SDR MOS Quality MOS Contamination
Wave-U-Net waveform no 3.2 - -
Open-Unmix spectrogram no 5.3 - -
D3Net spectrogram no 6.0 - -
Conv-Tasnet waveform no 5.7 -
Demucs (v2) waveform no 6.3 2.37 2.36
ResUNetDecouple+ spectrogram no 6.7 - -
KUIELAB-MDX-Net hybrid no 7.5 2.86 2.55
Band-Spit RNN spectrogram no 8.2 - -
Hybrid Demucs (v3) hybrid no 7.7 2.83 3.04
MMDenseLSTM spectrogram 804 songs 6.0 - -
D3Net spectrogram 1.5k songs 6.7 - -
Spleeter spectrogram 25k songs 5.9 - -
Band-Spit RNN spectrogram 1.7k (mixes only) 9.0 - -
HT Demucs f.t. (v4) hybrid 800 songs 9.0 --- ---