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2D Classification
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MUSDB18
2D Classification on MUSDB18
Metric: SDR (avg) (higher is better)
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#
Model
↕
SDR (avg)
▼
Augmentations
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