Music Source Separation on MUSDB18

Metric: SDR (other) (higher is better)

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#	Model↕	SDR (other)▼	Extra Data	Paper	Date↕	Code
1	Band-Split RNN (semi-sup.)	7.08	Yes	Music Source Separation with Band-split RNN	2022-09-30	Code
2	TFC-TDF-UNet (v3)	6.86	No	Sound Demixing Challenge 2023 Music Demixing Tra...	2023-06-15	Code
3	Band-Split RNN	6.62	No	Music Source Separation with Band-split RNN	2022-09-30	Code
4	Hybrid Transformer Demucs (f.t.)	6.42	Yes	Hybrid Transformers for Music Source Separation	2022-11-15	Code
5	Sparse HT Demucs (fine tuned)	6.41	Yes	Hybrid Transformers for Music Source Separation	2022-11-15	Code
6	KUIELab-MDX-Net	5.95	No	KUIELab-MDX-Net: A Two-Stream Neural Network for...	2021-11-24	Code
7	CWS-PResUNet	5.84	No	CWS-PResUNet: Music Source Separation with Chann...	2021-12-09	Code
8	Hybrid Demucs	5.59	No	Hybrid Spectrogram and Waveform Source Separation	2021-11-05	Code
9	D3Net	5.37	Yes	D3Net: Densely connected multidilated DenseNet f...	2020-10-05	Code
10	Attentive-MultiResUNet	5.14	No	-	-	Code
11	CDE-HTCN	4.92	No	-	-	-
12	UMXL	4.889	Yes	-	-	Code
13	LaSAFT+GPoCM	4.87	No	LaSAFT: Latent Source Attentive Frequency Transf...	2020-10-22	Code
14	TAK2	4.8	Yes	-	-	Code
15	DEMUCS (extra)	4.69	Yes	Music Source Separation in the Waveform Domain	2019-11-27	Code
16	X-UMX	4.64	No	All for One and One for All: Improving Music Sep...	2020-10-08	Code
17	DLMNet	4.62	No	-	-	-
18	D3Net	4.53	No	D3Net: Densely connected multidilated DenseNet f...	2020-10-05	Code
19	DEMUCS	4.42	No	Music Source Separation in the Waveform Domain	2019-11-27	Code
20	Conv-TasNet	4.37	No	Conv-TasNet: Surpassing Ideal Time-Frequency Mag...	2018-09-20	Code
21	Meta-TasNet	4.19	No	Meta-learning Extractors for Music Source Separa...	2020-02-17	Code
22	Sams-Net	4.09	No	Sams-Net: A Sliced Attention-based Neural Networ...	2019-09-12	Code
23	Spleeter (MWF)	4.02	Yes	-	-	Code
24	UMX	4.02	No	-	-	Code
25	STL2	2.25	No	Wave-U-Net: A Multi-Scale Neural Network for End...	2018-06-08	Code
26	Wavenet	0.54	No	End-to-end music source separation: is it possib...	2018-10-29	Code

#1Band-Split RNN (semi-sup.)SOTA
7.08
SDR (other)· Extra Data· 2022-09-30
Music Source Separation with Band-split RNN Code
#2TFC-TDF-UNet (v3)
6.86
SDR (other)· 2023-06-15
Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3 Code
#3Band-Split RNN
6.62
SDR (other)· 2022-09-30
Music Source Separation with Band-split RNN Code
#4Hybrid Transformer Demucs (f.t.)
6.42
SDR (other)· Extra Data· 2022-11-15
Hybrid Transformers for Music Source Separation Code
#5Sparse HT Demucs (fine tuned)
6.41
SDR (other)· Extra Data· 2022-11-15
Hybrid Transformers for Music Source Separation Code
#6KUIELab-MDX-NetSOTA
5.95
SDR (other)· 2021-11-24
KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing Code
#7CWS-PResUNet
5.84
SDR (other)· 2021-12-09
CWS-PResUNet: Music Source Separation with Channel-wise Subband Phase-aware ResUNet Code
#8Hybrid DemucsSOTA
5.59
SDR (other)· 2021-11-05
Hybrid Spectrogram and Waveform Source Separation Code
#9D3NetSOTA
5.37
SDR (other)· Extra Data· 2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation Code
#10Attentive-MultiResUNet
5.14
SDR (other)
No paperCode
#11CDE-HTCN
4.92
SDR (other)
No paper
#12UMXL
4.889
SDR (other)· Extra Data
No paperCode
#13LaSAFT+GPoCM
4.87
SDR (other)· 2020-10-22
LaSAFT: Latent Source Attentive Frequency Transformation for Conditioned Source Separation Code
#14TAK2
4.8
SDR (other)· Extra Data
No paperCode
#15DEMUCS (extra)SOTA
4.69
SDR (other)· Extra Data· 2019-11-27
Music Source Separation in the Waveform Domain Code
#16X-UMX
4.64
SDR (other)· 2020-10-08
All for One and One for All: Improving Music Separation by Bridging Networks Code
#17DLMNet
4.62
SDR (other)
No paper
#18D3Net
4.53
SDR (other)· 2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation Code
#19DEMUCS
4.42
SDR (other)· 2019-11-27
Music Source Separation in the Waveform Domain Code
#20Conv-TasNetSOTA
4.37
SDR (other)· 2018-09-20
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation Code
#21Meta-TasNet
4.19
SDR (other)· 2020-02-17
Meta-learning Extractors for Music Source Separation Code
#22Sams-Net
4.09
SDR (other)· 2019-09-12
Sams-Net: A Sliced Attention-based Neural Network for Music Source Separation Code
#23Spleeter (MWF)
4.02
SDR (other)· Extra Data
No paperCode
#24UMX
4.02
SDR (other)
No paperCode
#25STL2SOTA
2.25
SDR (other)· 2018-06-08
Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation Code
#26Wavenet
0.54
SDR (other)· 2018-10-29
End-to-end music source separation: is it possible in the waveform domain?Code