Music Source Separation on MUSDB18

Metric: SDR (vocals) (higher is better)

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#	Model↕	SDR (vocals)▼	Extra Data	Paper	Date↕	Code
1	Band-Split RNN (semi-sup.)	10.47	Yes	Music Source Separation with Band-split RNN	2022-09-30	Code
2	Band-Split RNN	10.21	No	Music Source Separation with Band-split RNN	2022-09-30	Code
3	TFC-TDF-UNet (v3)	9.59	No	Sound Demixing Challenge 2023 Music Demixing Tra...	2023-06-15	Code
4	Sparse HT Demucs (fine tuned)	9.37	Yes	Hybrid Transformers for Music Source Separation	2022-11-15	Code
5	Hybrid Transformer Demucs (f.t.)	9.2	Yes	Hybrid Transformers for Music Source Separation	2022-11-15	Code
6	KUIELab-MDX-Net	9	No	KUIELab-MDX-Net: A Two-Stream Neural Network for...	2021-11-24	Code
7	CWS-PResUNet	8.92	No	CWS-PResUNet: Music Source Separation with Chann...	2021-12-09	Code
8	Attentive-MultiResUNet	8.57	No	-	-	Code
9	Hybrid Demucs	8.04	No	Hybrid Spectrogram and Waveform Source Separation	2021-11-05	Code
10	D3Net	7.8	Yes	D3Net: Densely connected multidilated DenseNet f...	2020-10-05	Code
11	CDE-HTCN	7.37	No	-	-	-
12	LaSAFT+GPoCM	7.33	No	LaSAFT: Latent Source Attentive Frequency Transf...	2020-10-22	Code
13	DEMUCS (extra)	7.29	Yes	Music Source Separation in the Waveform Domain	2019-11-27	Code
14	D3Net	7.24	No	D3Net: Densely connected multidilated DenseNet f...	2020-10-05	Code
15	UMXL	7.213	Yes	-	-	Code
16	TAK2	7.16	Yes	-	-	Code
17	DLMNet	6.91	No	-	-	-
18	Spleeter (MWF)	6.86	Yes	-	-	Code
19	DEMUCS	6.84	No	Music Source Separation in the Waveform Domain	2019-11-27	Code
20	Conv-TasNet	6.81	No	Conv-TasNet: Surpassing Ideal Time-Frequency Mag...	2018-09-20	Code
21	Conv-TasNet (extra)	6.74	Yes	Conv-TasNet: Surpassing Ideal Time-Frequency Mag...	2018-09-20	Code
22	X-UMX	6.61	No	All for One and One for All: Improving Music Sep...	2020-10-08	Code
23	Sams-Net	6.61	No	Sams-Net: A Sliced Attention-based Neural Networ...	2019-09-12	Code
24	Meta-TasNet	6.4	No	Meta-learning Extractors for Music Source Separa...	2020-02-17	Code
25	UMX	6.32	No	-	-	Code
26	Wavenet	3.46	No	End-to-end music source separation: is it possib...	2018-10-29	Code
27	STL2	3.25	No	Wave-U-Net: A Multi-Scale Neural Network for End...	2018-06-08	Code

#1Band-Split RNN (semi-sup.)SOTA
10.47
SDR (vocals)· Extra Data· 2022-09-30
Music Source Separation with Band-split RNN Code
#2Band-Split RNN
10.21
SDR (vocals)· 2022-09-30
Music Source Separation with Band-split RNN Code
#3TFC-TDF-UNet (v3)
9.59
SDR (vocals)· 2023-06-15
Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3 Code
#4Sparse HT Demucs (fine tuned)
9.37
SDR (vocals)· Extra Data· 2022-11-15
Hybrid Transformers for Music Source Separation Code
#5Hybrid Transformer Demucs (f.t.)
9.2
SDR (vocals)· Extra Data· 2022-11-15
Hybrid Transformers for Music Source Separation Code
#6KUIELab-MDX-NetSOTA
9
SDR (vocals)· 2021-11-24
KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing Code
#7CWS-PResUNet
8.92
SDR (vocals)· 2021-12-09
CWS-PResUNet: Music Source Separation with Channel-wise Subband Phase-aware ResUNet Code
#8Attentive-MultiResUNet
8.57
SDR (vocals)
No paperCode
#9Hybrid DemucsSOTA
8.04
SDR (vocals)· 2021-11-05
Hybrid Spectrogram and Waveform Source Separation Code
#10D3NetSOTA
7.8
SDR (vocals)· Extra Data· 2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation Code
#11CDE-HTCN
7.37
SDR (vocals)
No paper
#12LaSAFT+GPoCM
7.33
SDR (vocals)· 2020-10-22
LaSAFT: Latent Source Attentive Frequency Transformation for Conditioned Source Separation Code
#13DEMUCS (extra)SOTA
7.29
SDR (vocals)· Extra Data· 2019-11-27
Music Source Separation in the Waveform Domain Code
#14D3Net
7.24
SDR (vocals)· 2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation Code
#15UMXL
7.213
SDR (vocals)· Extra Data
No paperCode
#16TAK2
7.16
SDR (vocals)· Extra Data
No paperCode
#17DLMNet
6.91
SDR (vocals)
No paper
#18Spleeter (MWF)
6.86
SDR (vocals)· Extra Data
No paperCode
#19DEMUCS
6.84
SDR (vocals)· 2019-11-27
Music Source Separation in the Waveform Domain Code
#20Conv-TasNetSOTA
6.81
SDR (vocals)· 2018-09-20
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation Code
#21Conv-TasNet (extra)
6.74
SDR (vocals)· Extra Data· 2018-09-20
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation Code
#22X-UMX
6.61
SDR (vocals)· 2020-10-08
All for One and One for All: Improving Music Separation by Bridging Networks Code
#23Sams-Net
6.61
SDR (vocals)· 2019-09-12
Sams-Net: A Sliced Attention-based Neural Network for Music Source Separation Code
#24Meta-TasNet
6.4
SDR (vocals)· 2020-02-17
Meta-learning Extractors for Music Source Separation Code
#25UMX
6.32
SDR (vocals)
No paperCode
#26Wavenet
3.46
SDR (vocals)· 2018-10-29
End-to-end music source separation: is it possible in the waveform domain?Code
#27STL2SOTA
3.25
SDR (vocals)· 2018-06-08
Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation Code