2D Classification on MUSDB18

Metric: SDR (drums) (higher is better)

LeaderboardDataset

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#	Model↕	SDR (drums)▼	Augmentations	Paper	Date↕	Code
1	Sparse HT Demucs (fine tuned)	10.83	Yes	Hybrid Transformers for Music Source Separation	2022-11-15	Code
2	Band-Split RNN (semi-sup.)	10.15	Yes	Music Source Separation with Band-split RNN	2022-09-30	Code
3	Hybrid Transformer Demucs (f.t.)	10.08	Yes	Hybrid Transformers for Music Source Separation	2022-11-15	Code
4	Band-Split RNN	8.58	No	Music Source Separation with Band-split RNN	2022-09-30	Code
5	Hybrid Demucs	8.58	No	Hybrid Spectrogram and Waveform Source Separation	2021-11-05	Code
6	TFC-TDF-UNet (v3)	8.44	No	Sound Demixing Challenge 2023 Music Demixing Tra...	2023-06-15	Code
7	Attentive-MultiResUNet	7.63	No	-	-	Code
8	DEMUCS (extra)	7.58	Yes	Music Source Separation in the Waveform Domain	2019-11-27	Code
9	D3Net	7.36	Yes	D3Net: Densely connected multidilated DenseNet f...	2020-10-05	Code
10	KUIELab-MDX-Net	7.33	No	KUIELab-MDX-Net: A Two-Stream Neural Network for...	2021-11-24	Code
11	CDE-HTCN	7.33	No	-	-	-
12	UMXL	7.148	Yes	-	-	Code
13	Conv-TasNet (extra)	7.11	Yes	Conv-TasNet: Surpassing Ideal Time-Frequency Mag...	2018-09-20	Code
14	DLMNet	7.05	No	-	-	-
15	D3Net	7.01	No	D3Net: Densely connected multidilated DenseNet f...	2020-10-05	Code
16	DEMUCS	6.86	No	Music Source Separation in the Waveform Domain	2019-11-27	Code
17	TAK2	6.81	Yes	-	-	Code
18	Spleeter (MWF)	6.71	Yes	-	-	Code
19	Sams-Net	6.63	No	Sams-Net: A Sliced Attention-based Neural Networ...	2019-09-12	Code
20	X-UMX	6.47	No	All for One and One for All: Improving Music Sep...	2020-10-08	Code
21	CWS-PResUNet	6.38	No	CWS-PResUNet: Music Source Separation with Chann...	2021-12-09	Code
22	Conv-TasNet	6.08	No	Conv-TasNet: Surpassing Ideal Time-Frequency Mag...	2018-09-20	Code
23	Meta-TasNet	5.91	No	Meta-learning Extractors for Music Source Separa...	2020-02-17	Code
24	UMX	5.73	No	-	-	Code
25	LaSAFT+GPoCM	5.68	No	LaSAFT: Latent Source Attentive Frequency Transf...	2020-10-22	Code
26	Wavenet	4.6	No	End-to-end music source separation: is it possib...	2018-10-29	Code
27	STL2	4.22	No	Wave-U-Net: A Multi-Scale Neural Network for End...	2018-06-08	Code

#1Sparse HT Demucs (fine tuned)SOTA
10.83
SDR (drums)· Augmentations· 2022-11-15
Hybrid Transformers for Music Source Separation Code
#2Band-Split RNN (semi-sup.)SOTA
10.15
SDR (drums)· Augmentations· 2022-09-30
Music Source Separation with Band-split RNN Code
#3Hybrid Transformer Demucs (f.t.)
10.08
SDR (drums)· Augmentations· 2022-11-15
Hybrid Transformers for Music Source Separation Code
#4Band-Split RNN
8.58
SDR (drums)· 2022-09-30
Music Source Separation with Band-split RNN Code
#5Hybrid DemucsSOTA
8.58
SDR (drums)· 2021-11-05
Hybrid Spectrogram and Waveform Source Separation Code
#6TFC-TDF-UNet (v3)
8.44
SDR (drums)· 2023-06-15
Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3 Code
#7Attentive-MultiResUNet
7.63
SDR (drums)
No paperCode
#8DEMUCS (extra)SOTA
7.58
SDR (drums)· Augmentations· 2019-11-27
Music Source Separation in the Waveform Domain Code
#9D3Net
7.36
SDR (drums)· Augmentations· 2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation Code
#10KUIELab-MDX-Net
7.33
SDR (drums)· 2021-11-24
KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing Code
#11CDE-HTCN
7.33
SDR (drums)
No paper
#12UMXL
7.148
SDR (drums)· Augmentations
No paperCode
#13Conv-TasNet (extra)SOTA
7.11
SDR (drums)· Augmentations· 2018-09-20
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation Code
#14DLMNet
7.05
SDR (drums)
No paper
#15D3Net
7.01
SDR (drums)· 2020-10-05
D3Net: Densely connected multidilated DenseNet for music source separation Code
#16DEMUCS
6.86
SDR (drums)· 2019-11-27
Music Source Separation in the Waveform Domain Code
#17TAK2
6.81
SDR (drums)· Augmentations
No paperCode
#18Spleeter (MWF)
6.71
SDR (drums)· Augmentations
No paperCode
#19Sams-Net
6.63
SDR (drums)· 2019-09-12
Sams-Net: A Sliced Attention-based Neural Network for Music Source Separation Code
#20X-UMX
6.47
SDR (drums)· 2020-10-08
All for One and One for All: Improving Music Separation by Bridging Networks Code
#21CWS-PResUNet
6.38
SDR (drums)· 2021-12-09
CWS-PResUNet: Music Source Separation with Channel-wise Subband Phase-aware ResUNet Code
#22Conv-TasNet
6.08
SDR (drums)· 2018-09-20
Conv-TasNet: Surpassing Ideal Time-Frequency Magnitude Masking for Speech Separation Code
#23Meta-TasNet
5.91
SDR (drums)· 2020-02-17
Meta-learning Extractors for Music Source Separation Code
#24UMX
5.73
SDR (drums)
No paperCode
#25LaSAFT+GPoCM
5.68
SDR (drums)· 2020-10-22
LaSAFT: Latent Source Attentive Frequency Transformation for Conditioned Source Separation Code
#26Wavenet
4.6
SDR (drums)· 2018-10-29
End-to-end music source separation: is it possible in the waveform domain?Code
#27STL2SOTA
4.22
SDR (drums)· 2018-06-08
Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation Code