Music Source Separation on MUSDB18

Metric: SDR (bass) (higher is better)

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#	Model↕	SDR (bass)▼	Extra Data	Paper	Date↕	Code
1	Sparse HT Demucs (fine tuned)	10.47	Yes	Hybrid Transformers for Music Source Separation	2022-11-15	Code
2	Hybrid Transformer Demucs (f.t.)	9.78	Yes	Hybrid Transformers for Music Source Separation	2022-11-15	Code
3	Hybrid Demucs	8.67	No	Hybrid Spectrogram and Waveform Source Separation	2021-11-05	Code
4	TFC-TDF-UNet (v3)	8.45	No	Sound Demixing Challenge 2023 Music Demixing Tra...	2023-06-15	Code
5	Band-Split RNN (semi-sup.)	8.16	Yes	Music Source Separation with Band-split RNN	2022-09-30	Code
6	CDE-HTCN	7.92	No	-	-	-
7	KUIELab-MDX-Net	7.86	No	KUIELab-MDX-Net: A Two-Stream Neural Network for...	2021-11-24	Code
8	DEMUCS (extra)	7.6	Yes	Music Source Separation in the Waveform Domain	2019-11-27	Code
9	Band-Split RNN	7.51	No	Music Source Separation with Band-split RNN	2022-09-30	Code
10	DLMNet	7.29	No	-	-	-
11	DEMUCS	7.01	No	Music Source Separation in the Waveform Domain	2019-11-27	Code
12	Conv-TasNet (extra)	7	Yes	Conv-TasNet: Surpassing Ideal Time-Frequency Mag...	2018-09-20	Code
13	D3Net	6.2	Yes	D3Net: Densely connected multidilated DenseNet f...	2020-10-05	Code
14	UMXL	6.015	Yes	-	-	Code
15	CWS-PResUNet	5.93	No	CWS-PResUNet: Music Source Separation with Chann...	2021-12-09	Code
16	Attentive-MultiResUNet	5.88	No	-	-	Code
17	Conv-TasNet	5.66	No	Conv-TasNet: Surpassing Ideal Time-Frequency Mag...	2018-09-20	Code
18	LaSAFT+GPoCM	5.63	No	LaSAFT: Latent Source Attentive Frequency Transf...	2020-10-22	Code
19	Meta-TasNet	5.58	No	Meta-learning Extractors for Music Source Separa...	2020-02-17	Code
20	Spleeter (MWF)	5.51	Yes	-	-	Code
21	X-UMX	5.43	No	All for One and One for All: Improving Music Sep...	2020-10-08	Code
22	TAK2	5.4	Yes	-	-	Code
23	D3Net	5.25	No	D3Net: Densely connected multidilated DenseNet f...	2020-10-05	Code
24	Sams-Net	5.25	No	Sams-Net: A Sliced Attention-based Neural Networ...	2019-09-12	Code
25	UMX	5.23	No	-	-	Code
26	STL2	3.21	No	Wave-U-Net: A Multi-Scale Neural Network for End...	2018-06-08	Code
27	Wavenet	2.49	No	End-to-end music source separation: is it possib...	2018-10-29	Code

#1Sparse HT Demucs (fine tuned)SOTA
10.47
SDR (bass)· Extra Data· 2022-11-15
Hybrid Transformers for Music Source Separation Code
#2Hybrid Transformer Demucs (f.t.)
9.78
SDR (bass)· Extra Data· 2022-11-15
Hybrid Transformers for Music Source Separation Code
#3Hybrid DemucsSOTA
8.67
SDR (bass)· 2021-11-05
Hybrid Spectrogram and Waveform Source Separation Code
#4TFC-TDF-UNet (v3)
8.45
SDR (bass)· 2023-06-15
Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3 Code
#5Band-Split RNN (semi-sup.)
8.16
SDR (bass)· Extra Data· 2022-09-30
Music Source Separation with Band-split RNN Code
#6CDE-HTCN
7.92
SDR (bass)
No paper
#7KUIELab-MDX-Net
7.86
SDR (bass)· 2021-11-24
KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing Code
#8DEMUCS (extra)SOTA
7.6
SDR (bass)· Extra Data· 2019-11-27
Music Source Separation in the Waveform Domain Code
#9Band-Split RNN
7.51
SDR (bass)· 2022-09-30
Music Source Separation with Band-split RNN Code
#10DLMNet
7.29
SDR (bass)
No paper
#11DEMUCS
7.01
SDR (bass)· 2019-11-27
Music Source Separation in the Waveform Domain Code
#12Conv-TasNet (extra)SOTA
7
SDR (bass)· Extra Data· 2018-09-20
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation Code
#13D3Net
6.2
SDR (bass)· Extra Data· 2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation Code
#14UMXL
6.015
SDR (bass)· Extra Data
No paperCode
#15CWS-PResUNet
5.93
SDR (bass)· 2021-12-09
CWS-PResUNet: Music Source Separation with Channel-wise Subband Phase-aware ResUNet Code
#16Attentive-MultiResUNet
5.88
SDR (bass)
No paperCode
#17Conv-TasNet
5.66
SDR (bass)· 2018-09-20
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation Code
#18LaSAFT+GPoCM
5.63
SDR (bass)· 2020-10-22
LaSAFT: Latent Source Attentive Frequency Transformation for Conditioned Source Separation Code
#19Meta-TasNet
5.58
SDR (bass)· 2020-02-17
Meta-learning Extractors for Music Source Separation Code
#20Spleeter (MWF)
5.51
SDR (bass)· Extra Data
No paperCode
#21X-UMX
5.43
SDR (bass)· 2020-10-08
All for One and One for All: Improving Music Separation by Bridging Networks Code
#22TAK2
5.4
SDR (bass)· Extra Data
No paperCode
#23D3Net
5.25
SDR (bass)· 2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation Code
#24Sams-Net
5.25
SDR (bass)· 2019-09-12
Sams-Net: A Sliced Attention-based Neural Network for Music Source Separation Code
#25UMX
5.23
SDR (bass)
No paperCode
#26STL2SOTA
3.21
SDR (bass)· 2018-06-08
Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation Code
#27Wavenet
2.49
SDR (bass)· 2018-10-29
End-to-end music source separation: is it possible in the waveform domain?Code