Music Source Separation On Musdb18

Metrics

SDR (avg)

SDR (bass)

SDR (drums)

SDR (other)

SDR (vocals)

Results

Performance results of various models on this benchmark

Model Name	SDR (avg)	SDR (bass)	SDR (drums)	SDR (other)	SDR (vocals)	Paper Title	Repository
Wavenet	3.5	2.49	4.60	0.54	3.46	End-to-end music source separation: is it possible in the waveform domain?
TAK2	6.04	5.40	6.81	4.80	7.16	MMDenseLSTM: An efficient combination of convolutional and recurrent neural networks for audio source separation
KUIELab-MDX-Net	7.54	7.86	7.33	5.95	9.00	KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing
Attentive-MultiResUNet	6.81	5.88	7.63	5.14	8.57	An Efficient Short-Time Discrete Cosine Transform and Attentive MultiResUNet Framework for Music Source Separation
DEMUCS (extra)	6.79	7.60	7.58	4.69	7.29	Music Source Separation in the Waveform Domain	-
STL2	3.23	3.21	4.22	2.25	3.25	Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation
DEMUCS	6.28	7.01	6.86	4.42	6.84	Music Source Separation in the Waveform Domain	-
Hybrid Demucs	7.72	8.67	8.58	5.59	8.04	Hybrid Spectrogram and Waveform Source Separation
Conv-TasNet	5.73	5.66	6.08	4.37	6.81	Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation
Band-Split RNN (semi-sup.)	8.97	8.16	10.15	7.08	10.47	Music Source Separation with Band-split RNN
Spleeter (MWF)	5.91	5.51	6.71	4.02	6.86	Spleeter: A Fast And State-of-the Art Music Source Separation Tool With Pre-trained Models
TFC-TDF-UNet (v3)	8.34	8.45	8.44	6.86	9.59	Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3	-
Conv-TasNet (extra)	6.32	7.00	7.11	-	6.74	Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation
UMXL	6.316	6.015	7.148	4.889	7.213	Open-Unmix - A Reference Implementation for Music Source Separation
CDE-HTCN	6.89	7.92	7.33	4.92	7.37	Hierarchic Temporal Convolutional Network With Cross-Domain Encoder for Music Source Separation	-
Meta-TasNet	5.52	5.58	5.91	4.19	6.40	Meta-learning Extractors for Music Source Separation
CWS-PResUNet	6.77	5.93	6.38	5.84	8.92	CWS-PResUNet: Music Source Separation with Channel-wise Subband Phase-aware ResUNet
D3Net	6.68	6.20	7.36	5.37	7.80	D3Net: Densely connected multidilated DenseNet for music source separation
LaSAFT+GPoCM	5.88	5.63	5.68	4.87	7.33	LaSAFT: Latent Source Attentive Frequency Transformation for Conditioned Source Separation
UMX	5.33	5.23	5.73	4.02	6.32	Open-Unmix - A Reference Implementation for Music Source Separation

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