FUSS test set (bottom 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 = -16.23 dB


SI-SNR = 15.42 dB


SI-SNR = -23.47 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 = -33.46 dB


SI-SNR = 23.29 dB


SI-SNR = -7.44 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
Unsup YFCC100m

SI-SNR = -1.50 dB


SI-SNR = 6.35 dB


SI-SNR = -5.15 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
Unsup YFCC100m + sparsity

SI-SNR = -15.44 dB


SI-SNR = 14.37 dB


SI-SNR = -12.58 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

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 = 22.59 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 = 1.44 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 + sparsity

SI-SNR = 20.78 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 = -14.61 dB


SI-SNR = -10.68 dB


SI-SNR = 4.67 dB


SI-SNR = -7.92 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 = -13.78 dB


SI-SNR = -24.99 dB


SI-SNR = 7.32 dB


SI-SNR = 0.04 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 = -6.08 dB


SI-SNR = -9.34 dB


SI-SNR = 8.57 dB


SI-SNR = 6.40 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 = -4.82 dB


SI-SNR = -22.04 dB


SI-SNR = 8.04 dB


SI-SNR = 6.70 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 = 49.71 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 = 7.12 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


SI-SNR = -80.00 dB
Unsup YFCC100m + sparsity

SI-SNR = 37.69 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

Example 3


Mixture
Ground-truth sources

SI-SNR = 21.64 dB


SI-SNR = -21.62 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 = -13.60 dB


SI-SNR = -21.44 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
Unsup YFCC100m

SI-SNR = 1.57 dB


SI-SNR = 2.87 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 = 4.23 dB


SI-SNR = -11.53 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 = 17.27 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 = 1.20 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 = 4.55 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 = -15.46 dB


SI-SNR = 15.67 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
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 = -13.49 dB


SI-SNR = 14.11 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 = -2.64 dB


SI-SNR = 9.36 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 = -3.54 dB


SI-SNR = 9.79 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

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 = 46.74 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 = 14.53 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 = 21.14 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 = -13.48 dB


SI-SNR = 9.70 dB


SI-SNR = -18.64 dB


SI-SNR = -14.11 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 = -4.97 dB


SI-SNR = -17.54 dB


SI-SNR = -19.64 dB


SI-SNR = -10.01 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 = -5.92 dB


SI-SNR = 7.17 dB


SI-SNR = -4.62 dB


SI-SNR = 9.26 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 = -25.05 dB


SI-SNR = 9.79 dB


SI-SNR = -7.64 dB


SI-SNR = -14.98 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 = 48.49 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 = 20.46 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 + sparsity

SI-SNR = 19.92 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