2D Classification on MUSDB18-HQ

Metric: SDR (avg) (higher is better)

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#	Model↕	SDR (avg)▼	Augmentations	Paper	Date↕	Code
1	BS-RoFormer (L=12, OA)	11.99	Yes	-	-	-
2	BS-RoFormer (L=6, OA)	9.8	No	-	-	-
3	SCNet-large	9.69	No	SCNet: Sparse Compression Network for Music Sour...	2024-01-24	Code
4	Sparse HT Demucs (fine tuned)	9.2	Yes	Hybrid Transformers for Music Source Separation	2022-11-15	Code
5	Hybrid Transformer Demucs (f.t.)	9	Yes	Hybrid Transformers for Music Source Separation	2022-11-15	Code
6	SCNet	9	No	SCNet: Sparse Compression Network for Music Sour...	2024-01-24	Code
7	Band-Split RNN (semi-sup.)	8.97	Yes	Music Source Separation with Band-split RNN	2022-09-30	Code
8	TFC-TDF-UNet (v3)	8.34	No	Sound Demixing Challenge 2023 Music Demixing Tra...	2023-06-15	Code
9	Band-Split RNN	8.24	No	Music Source Separation with Band-split RNN	2022-09-30	Code
10	Dual-Path TFC-TDF UNet (DTTNet)	8.15	No	Music Source Separation Based on a Lightweight D...	2023-09-15	Code
11	Hybrid Demucs	7.68	No	Hybrid Spectrogram and Waveform Source Separation	2021-11-05	Code
12	KUIELab-MDX-Net	7.47	No	KUIELab-MDX-Net: A Two-Stream Neural Network for...	2021-11-24	Code
13	CWS-PResUNet	6.77	No	CWS-PResUNet: Music Source Separation with Chann...	2021-12-09	Code
14	Unmix	4.188	No	Transfer Learning with Jukebox for Music Source ...	2021-11-28	Code

#1BS-RoFormer (L=12, OA)
11.99
SDR (avg)· Augmentations
No paper
#2BS-RoFormer (L=6, OA)
9.8
SDR (avg)
No paper
#3SCNet-largeSOTA
9.69
SDR (avg)· 2024-01-24
SCNet: Sparse Compression Network for Music Source Separation Code
#4Sparse HT Demucs (fine tuned)SOTA
9.2
SDR (avg)· Augmentations· 2022-11-15
Hybrid Transformers for Music Source Separation Code
#5Hybrid Transformer Demucs (f.t.)
9
SDR (avg)· Augmentations· 2022-11-15
Hybrid Transformers for Music Source Separation Code
#6SCNet
9
SDR (avg)· 2024-01-24
SCNet: Sparse Compression Network for Music Source Separation Code
#7Band-Split RNN (semi-sup.)SOTA
8.97
SDR (avg)· Augmentations· 2022-09-30
Music Source Separation with Band-split RNN Code
#8TFC-TDF-UNet (v3)
8.34
SDR (avg)· 2023-06-15
Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3 Code
#9Band-Split RNN
8.24
SDR (avg)· 2022-09-30
Music Source Separation with Band-split RNN Code
#10Dual-Path TFC-TDF UNet (DTTNet)
8.15
SDR (avg)· 2023-09-15
Music Source Separation Based on a Lightweight Deep Learning Framework (DTTNET: DUAL-PATH TFC-TDF UNET)Code
#11Hybrid DemucsSOTA
7.68
SDR (avg)· 2021-11-05
Hybrid Spectrogram and Waveform Source Separation Code
#12KUIELab-MDX-Net
7.47
SDR (avg)· 2021-11-24
KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing Code
#13CWS-PResUNet
6.77
SDR (avg)· 2021-12-09
CWS-PResUNet: Music Source Separation with Channel-wise Subband Phase-aware ResUNet Code
#14Unmix
4.188
SDR (avg)· 2021-11-28
Transfer Learning with Jukebox for Music Source Separation Code