2D Classification on MUSDB18-HQ

Metric: SDR (bass) (higher is better)

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#	Model↕	SDR (bass)▼	Augmentations	Paper	Date↕	Code
1	BS-RoFormer (L=12, OA)	13.32	Yes	-	-	-
2	BS-RoFormer (L=6, OA)	11.31	No	-	-	-
3	Sparse HT Demucs (fine tuned)	10.47	Yes	Hybrid Transformers for Music Source Separation	2022-11-15	Code
4	Hybrid Transformer Demucs (f.t.)	10.39	Yes	Hybrid Transformers for Music Source Separation	2022-11-15	Code
5	SCNet-large	9.49	No	SCNet: Sparse Compression Network for Music Sour...	2024-01-24	Code
6	SCNet	8.82	No	SCNet: Sparse Compression Network for Music Sour...	2024-01-24	Code
7	Hybrid Demucs	8.76	No	Hybrid Spectrogram and Waveform Source Separation	2021-11-05	Code
8	TFC-TDF-UNet (v3)	8.45	No	Sound Demixing Challenge 2023 Music Demixing Tra...	2023-06-15	Code
9	Band-Split RNN (semi-sup.)	8.16	Yes	Music Source Separation with Band-split RNN	2022-09-30	Code
10	KUIELab-MDX-Net	7.83	No	KUIELab-MDX-Net: A Two-Stream Neural Network for...	2021-11-24	Code
11	Dual-Path TFC-TDF UNet (DTTNet)	7.55	No	Music Source Separation Based on a Lightweight D...	2023-09-15	Code
12	Band-Split RNN	7.22	No	Music Source Separation with Band-split RNN	2022-09-30	Code
13	CWS-PResUNet	5.93	No	CWS-PResUNet: Music Source Separation with Chann...	2021-12-09	Code
14	Unmix	4.073	No	Transfer Learning with Jukebox for Music Source ...	2021-11-28	Code

#1BS-RoFormer (L=12, OA)
13.32
SDR (bass)· Augmentations
No paper
#2BS-RoFormer (L=6, OA)
11.31
SDR (bass)
No paper
#3Sparse HT Demucs (fine tuned)SOTA
10.47
SDR (bass)· Augmentations· 2022-11-15
Hybrid Transformers for Music Source Separation Code
#4Hybrid Transformer Demucs (f.t.)
10.39
SDR (bass)· Augmentations· 2022-11-15
Hybrid Transformers for Music Source Separation Code
#5SCNet-large
9.49
SDR (bass)· 2024-01-24
SCNet: Sparse Compression Network for Music Source Separation Code
#6SCNet
8.82
SDR (bass)· 2024-01-24
SCNet: Sparse Compression Network for Music Source Separation Code
#7Hybrid DemucsSOTA
8.76
SDR (bass)· 2021-11-05
Hybrid Spectrogram and Waveform Source Separation Code
#8TFC-TDF-UNet (v3)
8.45
SDR (bass)· 2023-06-15
Sound Demixing Challenge 2023 Music Demixing Track Technical Report: TFC-TDF-UNet v3 Code
#9Band-Split RNN (semi-sup.)
8.16
SDR (bass)· Augmentations· 2022-09-30
Music Source Separation with Band-split RNN Code
#10KUIELab-MDX-Net
7.83
SDR (bass)· 2021-11-24
KUIELab-MDX-Net: A Two-Stream Neural Network for Music Demixing Code
#11Dual-Path TFC-TDF UNet (DTTNet)
7.55
SDR (bass)· 2023-09-15
Music Source Separation Based on a Lightweight Deep Learning Framework (DTTNET: DUAL-PATH TFC-TDF UNET)Code
#12Band-Split RNN
7.22
SDR (bass)· 2022-09-30
Music Source Separation with Band-split RNN Code
#13CWS-PResUNet
5.93
SDR (bass)· 2021-12-09
CWS-PResUNet: Music Source Separation with Channel-wise Subband Phase-aware ResUNet Code
#14Unmix
4.073
SDR (bass)· 2021-11-28
Transfer Learning with Jukebox for Music Source Separation Code