FUSS test set (top 5th percentile of MSi), M=8 models


Example 1 Example 1 single-source Example 2 Example 2 single-source Example 3 Example 3 single-source Example 4 Example 4 single-source Example 5 Example 5 single-source

Example 1


Mixture
Ground-truth sources

SI-SNR = -8.19 dB


SI-SNR = 8.19 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Method Separated source 0 Separated source 1 Separated source 2 Separated source 3 Separated source 4 Separated source 5 Separated source 6 Separated source 7
Sup FUSS

SI-SNR = 10.88 dB


SI-SNR = 24.72 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m

SI-SNR = 0.79 dB


SI-SNR = 32.12 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m + sparsity

SI-SNR = 7.65 dB


SI-SNR = 22.58 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB

Example 1 single-source


Mixture
Ground-truth sources

SI-SNR = 80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Method Separated source 0 Separated source 1 Separated source 2 Separated source 3 Separated source 4 Separated source 5 Separated source 6 Separated source 7
Sup FUSS

SI-SNR = 52.44 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m

SI-SNR = 13.67 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m + sparsity

SI-SNR = 19.15 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB

Example 2


Mixture
Ground-truth sources

SI-SNR = -20.37 dB


SI-SNR = -27.54 dB


SI-SNR = 19.64 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Method Separated source 0 Separated source 1 Separated source 2 Separated source 3 Separated source 4 Separated source 5 Separated source 6 Separated source 7
Sup FUSS

SI-SNR = -0.59 dB


SI-SNR = -7.68 dB


SI-SNR = 31.70 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m

SI-SNR = 4.12 dB


SI-SNR = 0.13 dB


SI-SNR = 36.81 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m + sparsity

SI-SNR = 3.09 dB


SI-SNR = 2.56 dB


SI-SNR = 34.88 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB

Example 2 single-source


Mixture
Ground-truth sources

SI-SNR = 80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Method Separated source 0 Separated source 1 Separated source 2 Separated source 3 Separated source 4 Separated source 5 Separated source 6 Separated source 7
Sup FUSS

SI-SNR = 37.43 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m

SI-SNR = 4.15 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m + sparsity

SI-SNR = 24.75 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB

Example 3


Mixture
Ground-truth sources

SI-SNR = -23.23 dB


SI-SNR = 23.38 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Method Separated source 0 Separated source 1 Separated source 2 Separated source 3 Separated source 4 Separated source 5 Separated source 6 Separated source 7
Sup FUSS

SI-SNR = 20.54 dB


SI-SNR = 43.72 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m

SI-SNR = 7.85 dB


SI-SNR = 17.99 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m + sparsity

SI-SNR = 19.91 dB


SI-SNR = 37.23 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB

Example 3 single-source


Mixture
Ground-truth sources

SI-SNR = 80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Method Separated source 0 Separated source 1 Separated source 2 Separated source 3 Separated source 4 Separated source 5 Separated source 6 Separated source 7
Sup FUSS

SI-SNR = 44.77 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m

SI-SNR = 5.16 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m + sparsity

SI-SNR = 7.29 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB

Example 4


Mixture
Ground-truth sources

SI-SNR = -1.08 dB


SI-SNR = 1.00 dB


SI-SNR = -23.15 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Method Separated source 0 Separated source 1 Separated source 2 Separated source 3 Separated source 4 Separated source 5 Separated source 6 Separated source 7
Sup FUSS

SI-SNR = 17.28 dB


SI-SNR = 22.48 dB


SI-SNR = -18.04 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m

SI-SNR = 26.02 dB


SI-SNR = 23.48 dB


SI-SNR = 22.76 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m + sparsity

SI-SNR = 20.31 dB


SI-SNR = 25.97 dB


SI-SNR = 2.12 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB

Example 4 single-source


Mixture
Ground-truth sources

SI-SNR = 80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Method Separated source 0 Separated source 1 Separated source 2 Separated source 3 Separated source 4 Separated source 5 Separated source 6 Separated source 7
Sup FUSS

SI-SNR = 46.46 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m

SI-SNR = 31.99 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m + sparsity

SI-SNR = 38.39 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB

Example 5


Mixture
Ground-truth sources

SI-SNR = -15.61 dB


SI-SNR = 15.64 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Method Separated source 0 Separated source 1 Separated source 2 Separated source 3 Separated source 4 Separated source 5 Separated source 6 Separated source 7
Sup FUSS

SI-SNR = 18.31 dB


SI-SNR = 33.94 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m

SI-SNR = 18.24 dB


SI-SNR = 23.25 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m + sparsity

SI-SNR = -6.03 dB


SI-SNR = 7.65 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB

Example 5 single-source


Mixture
Ground-truth sources

SI-SNR = 80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Method Separated source 0 Separated source 1 Separated source 2 Separated source 3 Separated source 4 Separated source 5 Separated source 6 Separated source 7
Sup FUSS

SI-SNR = 36.37 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m

SI-SNR = 19.79 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB
Unsup YFCC100m + sparsity

SI-SNR = 33.69 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB


SI-SNR = -80.00 dB