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SOTA Source Separation benchmarks and papers with code | Wizwand
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Source Separation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
WSJ0-2mix (test)
SepFormer
SI-SNRi
22.3
17
1mo ago
LibriSpeech 2Mix
Generative Upper Bound
SI-SDRi
26.1
10
1mo ago
WSJ0 3Mix
Generative Upper Bound
SI-SDRi
24.2
8
1mo ago
MNIST K=2 sources (full)
BASIS (NCSN)
PSNR
30.23
7
17d ago
Libri3Mix Clean (test)
SepFormer + DM PT+FT
SI-SNRi
19
7
1mo ago
Libri2Mix Noisy (test)
SepFormer + DM
SI-SNRi
15.9
7
1mo ago
Libri2Mix Clean (test)
SepFormer + DM PT+FT
SI-SNRi
20.6
7
1mo ago
Synthetic (VCTK, MS-SNSD, WHAM!) circular 6-mic array (test)
HybridBeam+
SI-SDRi
13.3
7
1mo ago
WSJ0 2mix
Mulcat
Oracle SI-SNR
20.12
7
1mo ago
MNIST K=3 sources (full)
MS-VAE
PSNR
15.2
6
17d ago
EMI (test)
RF transformer
MSE (dB)
-33.01
6
1mo ago
CommSignal5G (CS5G) (test)
RF transformer
MSE (dB)
-46.32
6
1mo ago
WSJ0-3mix
Mulcat
Oracle SI-SNR
16.85
6
1mo ago
UrbanSound8k fold 10 (test)
Oracle ensemble
Mean SDR
12.2
6
1mo ago
MUSDB vocal accompaniment (test)
Oracle ensemble
SDR
6.5
6
1mo ago
MNIST K=4 sources (full)
MS-VAE
PSNR
13.98
5
17d ago
CommSignal3 (CS3) (test)
RF transformer multi
MSE (dB)
-6.22
5
1mo ago
CommSignal2 (CS2) (test)
RF transformer multi
MSE (dB)
-28.71
5
1mo ago
Libri3Mix Noisy (test)
SepFormer + DM
SI-SNRi
15
5
1mo ago
WSJ0 4mix
Mulcat
Oracle SI-SNR
12.88
4
1mo ago
WSJ0 3mix (eval)
MCL
SI-SDR
10.06
4
1mo ago
WSJ0-2mix (eval)
PIT
SI-SDR
16.88
4
1mo ago
WSJ0 5mix
Mulcat
Oracle SI-SNR
10.56
3
1mo ago
FECGSYNDB
Wavesplit
Delta SI-SDR
12.3
3
1mo ago
CocoChorales (test)
Demucs v2
Flute Separation Score
18.7
2
1mo ago
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