FUSS test set (bottom 5th percentile of MSi), M=4 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
| Mixture |
|
|||
|---|---|---|---|---|
| Ground-truth sources |
SI-SNR = -16.23 dB |
SI-SNR = 15.42 dB |
SI-SNR = -23.47 dB |
SI-SNR = -80.00 dB |
| Method | Separated source 0 | Separated source 1 | Separated source 2 | Separated source 3 |
| Sup FUSS |
SI-SNR = -9.13 dB |
SI-SNR = 21.93 dB |
SI-SNR = -7.59 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = -41.41 dB |
SI-SNR = 5.54 dB |
SI-SNR = -8.61 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = -9.00 dB |
SI-SNR = 15.48 dB |
SI-SNR = 7.17 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = -5.19 dB |
SI-SNR = 3.27 dB |
SI-SNR = -26.54 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = -20.37 dB |
SI-SNR = 14.52 dB |
SI-SNR = -11.06 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = -3.59 dB |
SI-SNR = 1.93 dB |
SI-SNR = -17.43 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = -11.76 dB |
SI-SNR = 2.94 dB |
SI-SNR = -21.73 dB |
SI-SNR = -80.00 dB |
| Mixture |
|
|||
|---|---|---|---|---|
| Ground-truth sources |
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 |
| Sup FUSS |
SI-SNR = 34.40 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 4.22 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 9.69 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 1.52 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 20.14 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 4.80 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 5.14 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Mixture |
|
|||
|---|---|---|---|---|
| Ground-truth sources |
SI-SNR = -14.61 dB |
SI-SNR = -10.68 dB |
SI-SNR = 4.67 dB |
SI-SNR = -7.92 dB |
| Method | Separated source 0 | Separated source 1 | Separated source 2 | Separated source 3 |
| Sup FUSS |
SI-SNR = -11.21 dB |
SI-SNR = -27.14 dB |
SI-SNR = 8.16 dB |
SI-SNR = 0.83 dB |
| Unsup YFCC100m |
SI-SNR = -3.98 dB |
SI-SNR = -22.04 dB |
SI-SNR = 8.82 dB |
SI-SNR = 3.56 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = -15.54 dB |
SI-SNR = -19.70 dB |
SI-SNR = 7.62 dB |
SI-SNR = -3.18 dB |
| Unsup AudioSet |
SI-SNR = -2.80 dB |
SI-SNR = -39.53 dB |
SI-SNR = 8.18 dB |
SI-SNR = 5.34 dB |
| Unsup AudioSet + sparsity |
SI-SNR = -14.54 dB |
SI-SNR = -17.75 dB |
SI-SNR = 8.55 dB |
SI-SNR = 3.24 dB |
| Unsup AudioSet + class. |
SI-SNR = -3.98 dB |
SI-SNR = -13.33 dB |
SI-SNR = 6.15 dB |
SI-SNR = 8.61 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = -3.61 dB |
SI-SNR = -1.27 dB |
SI-SNR = 9.83 dB |
SI-SNR = 8.59 dB |
| Mixture |
|
|||
|---|---|---|---|---|
| Ground-truth sources |
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 |
| Sup FUSS |
SI-SNR = 45.95 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 11.01 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 38.68 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 4.23 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 26.33 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 4.47 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 4.83 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Mixture |
|
|||
|---|---|---|---|---|
| Ground-truth sources |
SI-SNR = 21.64 dB |
SI-SNR = -21.62 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Method | Separated source 0 | Separated source 1 | Separated source 2 | Separated source 3 |
| Sup FUSS |
SI-SNR = 21.63 dB |
SI-SNR = -55.83 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 1.74 dB |
SI-SNR = -16.96 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 4.14 dB |
SI-SNR = -12.01 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 1.97 dB |
SI-SNR = -8.15 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 4.26 dB |
SI-SNR = -18.63 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 2.63 dB |
SI-SNR = -18.97 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 3.17 dB |
SI-SNR = -15.29 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Mixture |
|
|||
|---|---|---|---|---|
| Ground-truth sources |
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 |
| Sup FUSS |
SI-SNR = 46.63 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 1.71 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 3.65 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 1.52 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 5.72 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 1.75 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 2.97 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Mixture |
|
|||
|---|---|---|---|---|
| Ground-truth sources |
SI-SNR = -15.46 dB |
SI-SNR = 15.67 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Method | Separated source 0 | Separated source 1 | Separated source 2 | Separated source 3 |
| Sup FUSS |
SI-SNR = -7.63 dB |
SI-SNR = 16.31 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = -7.21 dB |
SI-SNR = 16.02 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = -9.54 dB |
SI-SNR = 15.94 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = -4.16 dB |
SI-SNR = 14.26 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = -5.25 dB |
SI-SNR = 16.58 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = -2.95 dB |
SI-SNR = 13.23 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = -12.26 dB |
SI-SNR = 14.90 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Mixture |
|
|||
|---|---|---|---|---|
| Ground-truth sources |
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 |
| Sup FUSS |
SI-SNR = 53.80 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 10.01 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 17.50 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 13.65 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 9.88 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 17.81 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 32.51 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Mixture |
|
|||
|---|---|---|---|---|
| Ground-truth sources |
SI-SNR = -13.48 dB |
SI-SNR = 9.70 dB |
SI-SNR = -18.64 dB |
SI-SNR = -14.11 dB |
| Method | Separated source 0 | Separated source 1 | Separated source 2 | Separated source 3 |
| Sup FUSS |
SI-SNR = -27.62 dB |
SI-SNR = 3.72 dB |
SI-SNR = -24.61 dB |
SI-SNR = -8.07 dB |
| Unsup YFCC100m |
SI-SNR = -13.01 dB |
SI-SNR = -8.84 dB |
SI-SNR = -7.26 dB |
SI-SNR = 3.06 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = -23.81 dB |
SI-SNR = 10.65 dB |
SI-SNR = -10.89 dB |
SI-SNR = 3.42 dB |
| Unsup AudioSet |
SI-SNR = 2.52 dB |
SI-SNR = 8.64 dB |
SI-SNR = -4.87 dB |
SI-SNR = -14.81 dB |
| Unsup AudioSet + sparsity |
SI-SNR = -18.50 dB |
SI-SNR = 10.05 dB |
SI-SNR = -3.81 dB |
SI-SNR = -11.98 dB |
| Unsup AudioSet + class. |
SI-SNR = -24.73 dB |
SI-SNR = 10.02 dB |
SI-SNR = -12.83 dB |
SI-SNR = -6.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = -21.63 dB |
SI-SNR = 9.76 dB |
SI-SNR = -22.10 dB |
SI-SNR = -19.90 dB |
| Mixture |
|
|||
|---|---|---|---|---|
| Ground-truth sources |
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 |
| Sup FUSS |
SI-SNR = 53.21 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 20.51 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 20.98 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 3.32 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 2.96 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 6.37 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 4.41 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |