Music Source Separation on MUSDB18

Metric: SDR (avg) (higher is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	SDR (avg)▼	Extra Data	Paper	Date↕	Code
1	Sparse HT Demucs (fine tuned)	9.2	Yes	Hybrid Transformers for Music Source Separation	2022-11-15	Code
2	Hybrid Transformer Demucs (f.t.)	9	Yes	Hybrid Transformers for Music Source Separation	2022-11-15	Code
3	Band-Split RNN (semi-sup.)	8.97	Yes	Music Source Separation with Band-split RNN	2022-09-30	Code
4	TFC-TDF-UNet (v3)	8.34	No	Sound Demixing Challenge 2023 Music Demixing Tra...	2023-06-15	Code
5	Band-Split RNN	8.23	No	Music Source Separation with Band-split RNN	2022-09-30	Code
6	Hybrid Demucs	7.72	No	Hybrid Spectrogram and Waveform Source Separation	2021-11-05	Code
7	KUIELab-MDX-Net	7.54	No	KUIELab-MDX-Net: A Two-Stream Neural Network for...	2021-11-24	Code
8	CDE-HTCN	6.89	No	-	-	-
9	Attentive-MultiResUNet	6.81	No	-	-	Code
10	DEMUCS (extra)	6.79	Yes	Music Source Separation in the Waveform Domain	2019-11-27	Code
11	CWS-PResUNet	6.77	No	CWS-PResUNet: Music Source Separation with Chann...	2021-12-09	Code
12	D3Net	6.68	Yes	D3Net: Densely connected multidilated DenseNet f...	2020-10-05	Code
13	DLMNet	6.47	No	-	-	-
14	Conv-TasNet (extra)	6.32	Yes	Conv-TasNet: Surpassing Ideal Time-Frequency Mag...	2018-09-20	Code
15	UMXL	6.316	Yes	-	-	Code
16	DEMUCS	6.28	No	Music Source Separation in the Waveform Domain	2019-11-27	Code
17	TAK2	6.04	Yes	-	-	Code
18	D3Net	6.01	No	D3Net: Densely connected multidilated DenseNet f...	2020-10-05	Code
19	Spleeter (MWF)	5.91	Yes	-	-	Code
20	LaSAFT+GPoCM	5.88	No	LaSAFT: Latent Source Attentive Frequency Transf...	2020-10-22	Code
21	X-UMX	5.79	No	All for One and One for All: Improving Music Sep...	2020-10-08	Code
22	Conv-TasNet	5.73	No	Conv-TasNet: Surpassing Ideal Time-Frequency Mag...	2018-09-20	Code
23	Sams-Net	5.65	No	Sams-Net: A Sliced Attention-based Neural Networ...	2019-09-12	Code
24	Meta-TasNet	5.52	No	Meta-learning Extractors for Music Source Separa...	2020-02-17	Code
25	UMX	5.33	No	-	-	Code
26	Wavenet	3.5	No	End-to-end music source separation: is it possib...	2018-10-29	Code
27	STL2	3.23	No	Wave-U-Net: A Multi-Scale Neural Network for End...	2018-06-08	Code

#1Sparse HT Demucs (fine tuned)SOTA
9.2
SDR (avg)· Extra Data· 2022-11-15
Hybrid Transformers for Music Source Separation Code
#2Hybrid Transformer Demucs (f.t.)
9
SDR (avg)· Extra Data· 2022-11-15
Hybrid Transformers for Music Source Separation Code
#3Band-Split RNN (semi-sup.)SOTA
8.97
SDR (avg)· Extra Data· 2022-09-30
Music Source Separation with Band-split RNN Code
#4TFC-TDF-UNet (v3)
8.34
SDR (avg)· 2023-06-15
Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3 Code
#5Band-Split RNN
8.23
SDR (avg)· 2022-09-30
Music Source Separation with Band-split RNN Code
#6Hybrid DemucsSOTA
7.72
SDR (avg)· 2021-11-05
Hybrid Spectrogram and Waveform Source Separation Code
#7KUIELab-MDX-Net
7.54
SDR (avg)· 2021-11-24
KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing Code
#8CDE-HTCN
6.89
SDR (avg)
No paper
#9Attentive-MultiResUNet
6.81
SDR (avg)
No paperCode
#10DEMUCS (extra)SOTA
6.79
SDR (avg)· Extra Data· 2019-11-27
Music Source Separation in the Waveform Domain Code
#11CWS-PResUNet
6.77
SDR (avg)· 2021-12-09
CWS-PResUNet: Music Source Separation with Channel-wise Subband Phase-aware ResUNet Code
#12D3Net
6.68
SDR (avg)· Extra Data· 2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation Code
#13DLMNet
6.47
SDR (avg)
No paper
#14Conv-TasNet (extra)SOTA
6.32
SDR (avg)· Extra Data· 2018-09-20
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation Code
#15UMXL
6.316
SDR (avg)· Extra Data
No paperCode
#16DEMUCS
6.28
SDR (avg)· 2019-11-27
Music Source Separation in the Waveform Domain Code
#17TAK2
6.04
SDR (avg)· Extra Data
No paperCode
#18D3Net
6.01
SDR (avg)· 2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation Code
#19Spleeter (MWF)
5.91
SDR (avg)· Extra Data
No paperCode
#20LaSAFT+GPoCM
5.88
SDR (avg)· 2020-10-22
LaSAFT: Latent Source Attentive Frequency Transformation for Conditioned Source Separation Code
#21X-UMX
5.79
SDR (avg)· 2020-10-08
All for One and One for All: Improving Music Separation by Bridging Networks Code
#22Conv-TasNet
5.73
SDR (avg)· 2018-09-20
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation Code
#23Sams-Net
5.65
SDR (avg)· 2019-09-12
Sams-Net: A Sliced Attention-based Neural Network for Music Source Separation Code
#24Meta-TasNet
5.52
SDR (avg)· 2020-02-17
Meta-learning Extractors for Music Source Separation Code
#25UMX
5.33
SDR (avg)
No paperCode
#26Wavenet
3.5
SDR (avg)· 2018-10-29
End-to-end music source separation: is it possible in the waveform domain?Code
#27STL2SOTA
3.23
SDR (avg)· 2018-06-08
Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation Code