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Music Source Separation
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MUSDB18
Music Source Separation on MUSDB18
Metric: SDR (avg) (higher is better)
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SDR (avg) (best first)
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Date (newest first)
Date (oldest first)
Model name (A→Z)
#
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
#1
Sparse HT Demucs (fine tuned)
SOTA
9.2
SDR (avg)
· Extra Data
· 2022-11-15
Hybrid Transformers for Music Source Separation
Code
#2
Hybrid Transformer Demucs (f.t.)
9
SDR (avg)
· Extra Data
· 2022-11-15
Hybrid Transformers for Music Source Separation
Code
#3
Band-Split RNN (semi-sup.)
SOTA
8.97
SDR (avg)
· Extra Data
· 2022-09-30
Music Source Separation with Band-split RNN
Code
#4
TFC-TDF-UNet (v3)
8.34
SDR (avg)
· 2023-06-15
Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3
Code
#5
Band-Split RNN
8.23
SDR (avg)
· 2022-09-30
Music Source Separation with Band-split RNN
Code
#6
Hybrid Demucs
SOTA
7.72
SDR (avg)
· 2021-11-05
Hybrid Spectrogram and Waveform Source Separation
Code
#7
KUIELab-MDX-Net
7.54
SDR (avg)
· 2021-11-24
KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing
Code
#8
CDE-HTCN
6.89
SDR (avg)
No paper
#9
Attentive-MultiResUNet
6.81
SDR (avg)
No paper
Code
#10
DEMUCS (extra)
SOTA
6.79
SDR (avg)
· Extra Data
· 2019-11-27
Music Source Separation in the Waveform Domain
Code
#11
CWS-PResUNet
6.77
SDR (avg)
· 2021-12-09
CWS-PResUNet: Music Source Separation with Channel-wise Subband Phase-aware ResUNet
Code
#12
D3Net
6.68
SDR (avg)
· Extra Data
· 2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation
Code
#13
DLMNet
6.47
SDR (avg)
No paper
#14
Conv-TasNet (extra)
SOTA
6.32
SDR (avg)
· Extra Data
· 2018-09-20
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation
Code
#15
UMXL
6.316
SDR (avg)
· Extra Data
No paper
Code
#16
DEMUCS
6.28
SDR (avg)
· 2019-11-27
Music Source Separation in the Waveform Domain
Code
#17
TAK2
6.04
SDR (avg)
· Extra Data
No paper
Code
#18
D3Net
6.01
SDR (avg)
· 2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation
Code
#19
Spleeter (MWF)
5.91
SDR (avg)
· Extra Data
No paper
Code
#20
LaSAFT+GPoCM
5.88
SDR (avg)
· 2020-10-22
LaSAFT: Latent Source Attentive Frequency Transformation for Conditioned Source Separation
Code
#21
X-UMX
5.79
SDR (avg)
· 2020-10-08
All for One and One for All: Improving Music Separation by Bridging Networks
Code
#22
Conv-TasNet
5.73
SDR (avg)
· 2018-09-20
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation
Code
#23
Sams-Net
5.65
SDR (avg)
· 2019-09-12
Sams-Net: A Sliced Attention-based Neural Network for Music Source Separation
Code
#24
Meta-TasNet
5.52
SDR (avg)
· 2020-02-17
Meta-learning Extractors for Music Source Separation
Code
#25
UMX
5.33
SDR (avg)
No paper
Code
#26
Wavenet
3.5
SDR (avg)
· 2018-10-29
End-to-end music source separation: is it possible in the waveform domain?
Code
#27
STL2
SOTA
3.23
SDR (avg)
· 2018-06-08
Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation
Code