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Music Source Separation
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MUSDB18
Music Source Separation on MUSDB18
Metric: SDR (other) (higher is better)
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SDR (other) (best first)
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Date (newest first)
Date (oldest first)
Model name (A→Z)
#
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
#1
Band-Split RNN (semi-sup.)
SOTA
7.08
SDR (other)
· Extra Data
· 2022-09-30
Music Source Separation with Band-split RNN
Code
#2
TFC-TDF-UNet (v3)
6.86
SDR (other)
· 2023-06-15
Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3
Code
#3
Band-Split RNN
6.62
SDR (other)
· 2022-09-30
Music Source Separation with Band-split RNN
Code
#4
Hybrid Transformer Demucs (f.t.)
6.42
SDR (other)
· Extra Data
· 2022-11-15
Hybrid Transformers for Music Source Separation
Code
#5
Sparse HT Demucs (fine tuned)
6.41
SDR (other)
· Extra Data
· 2022-11-15
Hybrid Transformers for Music Source Separation
Code
#6
KUIELab-MDX-Net
SOTA
5.95
SDR (other)
· 2021-11-24
KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing
Code
#7
CWS-PResUNet
5.84
SDR (other)
· 2021-12-09
CWS-PResUNet: Music Source Separation with Channel-wise Subband Phase-aware ResUNet
Code
#8
Hybrid Demucs
SOTA
5.59
SDR (other)
· 2021-11-05
Hybrid Spectrogram and Waveform Source Separation
Code
#9
D3Net
SOTA
5.37
SDR (other)
· Extra Data
· 2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation
Code
#10
Attentive-MultiResUNet
5.14
SDR (other)
No paper
Code
#11
CDE-HTCN
4.92
SDR (other)
No paper
#12
UMXL
4.889
SDR (other)
· Extra Data
No paper
Code
#13
LaSAFT+GPoCM
4.87
SDR (other)
· 2020-10-22
LaSAFT: Latent Source Attentive Frequency Transformation for Conditioned Source Separation
Code
#14
TAK2
4.8
SDR (other)
· Extra Data
No paper
Code
#15
DEMUCS (extra)
SOTA
4.69
SDR (other)
· Extra Data
· 2019-11-27
Music Source Separation in the Waveform Domain
Code
#16
X-UMX
4.64
SDR (other)
· 2020-10-08
All for One and One for All: Improving Music Separation by Bridging Networks
Code
#17
DLMNet
4.62
SDR (other)
No paper
#18
D3Net
4.53
SDR (other)
· 2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation
Code
#19
DEMUCS
4.42
SDR (other)
· 2019-11-27
Music Source Separation in the Waveform Domain
Code
#20
Conv-TasNet
SOTA
4.37
SDR (other)
· 2018-09-20
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation
Code
#21
Meta-TasNet
4.19
SDR (other)
· 2020-02-17
Meta-learning Extractors for Music Source Separation
Code
#22
Sams-Net
4.09
SDR (other)
· 2019-09-12
Sams-Net: A Sliced Attention-based Neural Network for Music Source Separation
Code
#23
Spleeter (MWF)
4.02
SDR (other)
· Extra Data
No paper
Code
#24
UMX
4.02
SDR (other)
No paper
Code
#25
STL2
SOTA
2.25
SDR (other)
· 2018-06-08
Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation
Code
#26
Wavenet
0.54
SDR (other)
· 2018-10-29
End-to-end music source separation: is it possible in the waveform domain?
Code