🎵 🔊 Music and Sound Tasks
Benchmarking Results for Music & Audio Tasks
📊 1st Probing Head
| Models/Tasks |
#Q |
SS – Audio (SI-SDRi ↑) |
SS – Music |
ESC (ACC ↑) |
MGC (ACC ↑) |
| Rec |
Sep |
SI-SDRi ↑ (Rec) |
SI-SDRi ↑ (Sep) |
SAR ↑ |
SIR ↑ |
| Continuous |
-- |
-- |
15.07 |
-- |
13.29 |
9.56 |
11.99 |
92.91 |
87.00 |
| Enc-SMA-24 |
2 |
0.76 |
7.03 ± 0.49 |
3.36 |
1.49 ± 2.04 |
-2.80 ± 1.68 |
5.96 ± 1.52 |
34.83 ± 0.47 |
70.33 ± 1.70 |
| 8 |
3.87 |
9.53 ± 0.33 |
7.99 |
1.98 ± 0.36 |
-1.95 ± 0.33 |
5.26 ± 0.22 |
37.00 ± 0.73 |
54.67 ± 3.86 |
| 32 |
5.76 |
-1.73 ± 0.09 |
11.10 |
-11.72 ± 0.35 |
-15.00 ± 0.02 |
-0.42 ± 0.01 |
35.43 ± 1.45 |
39.67 ± 1.25 |
| DAC-SMA-24 |
2 |
0.12 |
3.84 ± 0.48 |
2.37 |
1.01 ± 0.17 |
-3.59 ± 0.09 |
5.92 ± 0.28 |
31.03 ± 1.84 |
50.00 ± 0.82 |
| 8 |
3.33 |
5.62 ± 0.21 |
6.66 |
-11.77 ± 0.10 |
-10.62 ± 2.35 |
-5.52 ± 3.68 |
28.60 ± 0.79 |
47.67 ± 3.09 |
| 32 |
4.73 |
-4.92 ± 0.32 |
8.54 |
-11.32 ± 0.12 |
-12.70 ± 0.17 |
-2.05 ± 0.41 |
36.67 ± 0.92 |
50.00 ± 0.82 |
| SQ-SMA-16 |
4 |
3.62 |
6.54 ± 0.22 |
5.53 |
-3.62 ± 0.87 |
-5.84 ± 0.86 |
1.42 ± 0.32 |
31.37 ± 1.37 |
42.67 ± 0.47 |
| WT-SMA-24-2 |
1 |
-24.05 |
-16.72 ± 0.08 |
-2.66 |
-4.52 ± 0.04 |
-8.32 ± 0.07 |
2.65 ± 0.11 |
34.50 ± 0.82 |
48.00 ± 1.41 |
| Mixture |
-- |
-- |
-16.5 |
-- |
-7.71 |
50.01 |
−∞ |
-- |
-- |
📊 2nd Probing Head
| Models/Tasks |
#Q |
SS – Audio (SI-SDRi ↑) |
SS – Music |
ESC (ACC ↑) |
MGC (ACC ↑) |
| Rec |
Sep |
SI-SDRi ↑ (Rec) |
SI-SDRi ↑ (Sep) |
SAR ↑ |
SIR ↑ |
| Continuous |
-- |
-- |
15.07 |
-- |
13.29 |
9.56 |
11.99 |
94.50 |
87.00 |
| Enc-SMA-24 |
2 |
0.76 |
5.57 ± 0.49 |
3.36 |
-0.03 ± 1.46 |
-3.78 ± 1.19 |
4.76 ± 1.13 |
34.83 ± 0.47 |
70.33 ± 1.70 |
| 8 |
3.87 |
0.04 ± 0.07 |
7.99 |
-11.96 ± 0.38 |
-15.55 ± 0.32 |
-0.16 ± 0.10 |
37.00 ± 0.73 |
54.67 ± 3.86 |
| 32 |
5.76 |
-3.25 ± 0.11 |
11.10 |
-11.27 ± 0.09 |
-15.75 ± 0.08 |
-0.35 ± 0.13 |
35.43 ± 1.45 |
39.67 ± 1.25 |
| DAC-SMA-24 |
2 |
0.12 |
2.58 ± 0.02 |
2.37 |
-4.98 ± 0.08 |
-9.31 ± 0.10 |
3.55 ± 0.03 |
31.03 ± 1.84 |
50.00 ± 0.82 |
| 8 |
3.33 |
-0.06 ± 0.53 |
6.66 |
-8.19 ± 0.76 |
-11.61 ± 0.75 |
0.84 ± 0.59 |
28.60 ± 0.79 |
47.67 ± 3.09 |
| 32 |
4.73 |
-7.80 ± 0.15 |
8.54 |
-11.55 ± 0.18 |
-11.76 ± 0.53 |
-3.29 ± 0.86 |
25.77 ± 0.82 |
39.67 ± 1.25 |
| SQ-SMA-16 |
4 |
3.62 |
5.18 ± 0.25 |
5.53 |
-1.78 ± 0.08 |
-4.71 ± 0.19 |
3.77 ± 0.04 |
31.37 ± 1.37 |
42.67 ± 0.47 |
| WT-SMA-24-2 |
1 |
-24.05 |
-15.49 ± 0.87 |
-2.66 |
-3.68 ± 1.03 |
-7.49 ± 0.88 |
3.03 ± 0.79 |
34.50 ± 0.82 |
48.00 ± 1.41 |
| Mixture |
-- |
-- |
-16.5 |
-- |
-7.71 |
50.01 |
−∞ |
-- |
-- |