FUSS test set (top 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 = -8.19 dB |
SI-SNR = 8.19 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 = 15.52 dB |
SI-SNR = 26.70 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 10.60 dB |
SI-SNR = 31.53 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 19.95 dB |
SI-SNR = 28.61 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 21.00 dB |
SI-SNR = 30.21 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 17.67 dB |
SI-SNR = 30.73 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 23.25 dB |
SI-SNR = 30.58 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 23.25 dB |
SI-SNR = 28.59 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 = 54.80 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 4.05 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 29.08 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 18.91 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 18.79 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 19.16 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 24.92 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Mixture |
|
|||
|---|---|---|---|---|
| Ground-truth sources |
SI-SNR = -20.37 dB |
SI-SNR = -27.54 dB |
SI-SNR = 19.64 dB |
SI-SNR = -80.00 dB |
| Method | Separated source 0 | Separated source 1 | Separated source 2 | Separated source 3 |
| Sup FUSS |
SI-SNR = 6.99 dB |
SI-SNR = -24.60 dB |
SI-SNR = 36.96 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 7.84 dB |
SI-SNR = -3.49 dB |
SI-SNR = 33.26 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 4.41 dB |
SI-SNR = -4.48 dB |
SI-SNR = 34.14 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 12.87 dB |
SI-SNR = 2.83 dB |
SI-SNR = 38.48 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 7.95 dB |
SI-SNR = -1.24 dB |
SI-SNR = 37.51 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 5.95 dB |
SI-SNR = -0.89 dB |
SI-SNR = 36.89 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 12.43 dB |
SI-SNR = 4.49 dB |
SI-SNR = 38.24 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 = 46.43 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 2.87 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 22.98 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 4.19 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 5.20 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 3.99 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 3.82 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Mixture |
|
|||
|---|---|---|---|---|
| Ground-truth sources |
SI-SNR = -23.23 dB |
SI-SNR = 23.38 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 = 19.38 dB |
SI-SNR = 42.69 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 19.96 dB |
SI-SNR = 41.23 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 21.51 dB |
SI-SNR = 40.79 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 13.40 dB |
SI-SNR = 32.75 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 7.19 dB |
SI-SNR = 32.71 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 10.46 dB |
SI-SNR = 34.51 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 9.91 dB |
SI-SNR = 38.11 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 = 49.48 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 7.59 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 7.35 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 7.13 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 7.14 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 7.19 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 7.12 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Mixture |
|
|||
|---|---|---|---|---|
| Ground-truth sources |
SI-SNR = -1.08 dB |
SI-SNR = 1.00 dB |
SI-SNR = -23.15 dB |
SI-SNR = -80.00 dB |
| Method | Separated source 0 | Separated source 1 | Separated source 2 | Separated source 3 |
| Sup FUSS |
SI-SNR = 22.22 dB |
SI-SNR = 23.15 dB |
SI-SNR = 18.68 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 18.68 dB |
SI-SNR = 25.32 dB |
SI-SNR = -21.56 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 22.36 dB |
SI-SNR = 24.60 dB |
SI-SNR = 8.61 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 24.74 dB |
SI-SNR = 6.94 dB |
SI-SNR = 12.77 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 26.17 dB |
SI-SNR = 27.18 dB |
SI-SNR = 18.08 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 23.62 dB |
SI-SNR = 10.09 dB |
SI-SNR = 6.60 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 26.53 dB |
SI-SNR = 27.11 dB |
SI-SNR = 15.59 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 = 51.96 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 35.08 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 36.82 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 36.58 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 35.17 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 33.87 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 35.14 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Mixture |
|
|||
|---|---|---|---|---|
| Ground-truth sources |
SI-SNR = -15.61 dB |
SI-SNR = 15.64 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 = 18.40 dB |
SI-SNR = 34.07 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 18.89 dB |
SI-SNR = 33.55 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 10.74 dB |
SI-SNR = 32.86 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 19.17 dB |
SI-SNR = 32.80 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 18.69 dB |
SI-SNR = 33.25 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 18.65 dB |
SI-SNR = 32.66 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 18.98 dB |
SI-SNR = 33.07 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 = 41.70 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m |
SI-SNR = 5.59 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup YFCC100m + sparsity |
SI-SNR = 34.07 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet |
SI-SNR = 6.87 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity |
SI-SNR = 2.75 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + class. |
SI-SNR = 3.02 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
| Unsup AudioSet + sparsity + class. |
SI-SNR = 28.95 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |
SI-SNR = -80.00 dB |