| dev_Su1_Ce_A
mix
|
dev_Su1_Ce_B
mix
|
Algorithm 5
F. Nesta
(Set1) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-2.7
1.6
1.7
| sim
0.9
9.9
3.1
3.4
21.7
35.5
20.1
42.6
| noi
5.7
7.1
29.0
6.8
10.0
0.7
77.5
3.6
|
| src
-3.6
-1.8
5.1
| sim
-2.3
15.8
-1.0
5.7
33.6
58.8
40.9
61.4
| noi
1.8
2.3
24.4
1.0
9.7
0.5
79.9
3.1
|
|
Algorithm 6
F. Nesta
(Set2) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-3.6
0.2
1.7
| sim
-0.0
12.0
2.0
3.5
23.0
40.4
17.6
43.5
| noi
4.2
5.2
26.2
4.5
7.7
0.3
81.6
2.1
|
| src
-3.2
-1.3
5.0
| sim
-1.8
17.0
-0.3
5.8
29.5
57.0
35.7
65.2
| noi
2.1
2.6
24.7
2.4
8.9
0.2
82.9
2.1
|
|
Algorithm 8
S. Liang, W. Jiang
and W. Liu |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-16.7
-6.8
-8.6
| sim
-7.8
3.7
-13.6
5.2
13.4
10.3
18.8
35.7
| noi
8.1
9.6
16.2
11.3
12.4
56.8
28.4
82.7
|
| src
-5.6
5.0
-4.0
| sim
-0.7
7.2
-2.9
5.6
32.2
42.1
45.9
45.0
| noi
8.2
10.4
13.0
11.4
20.1
55.0
6.8
66.8
|
|
| Baseline |
True DOA (deg)
Est DOA (deg)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
80
80
-2.4
0.7
3.2
| sim
-5.0
4.8
-8.2
6.9
20.5
46.7
15.6
44.9
| noi
10.9
12.3
18.9
16.7
29.9
39.6
44.6
38.5
|
| src
80
83
2.4
8.0
4.5
| sim
0.5
5.2
-0.8
7.7
28.9
44.6
29.3
53.2
| noi
9.4
12.3
12.2
15.7
18.3
16.5
9.4
46.0
|
|
| STFT Ideal Binary Mask |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
9.8
17.2
21.9
10.3
19.7
32.2
73.8
11.0
| noi
25.7
38.0
33.3
26.8
45.0
62.2
65.1
72.4
|
|
| sim
17.0
26.1
27.1
18.0
40.1
56.9
72.7
43.5
| noi
25.9
35.9
35.2
27.0
43.0
66.1
59.4
55.8
|
|
| dev_Ca1_Ce_A
mix
|
dev_Ca1_Ce_B
mix
|
dev_Ca1_Co_A
mix
|
dev_Ca1_Co_B
mix
|
Algorithm 5
F. Nesta
(Set1) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
0.8
5.5
3.7
| sim
4.7
8.1
6.6
9.0
42.9
59.3
60.1
52.2
| noi
0.8
1.4
2.7
0.4
24.0
12.1
61.3
16.1
|
| src
5.6
13.9
6.5
| sim
10.9
17.9
15.0
13.9
35.4
61.5
44.4
57.1
| noi
2.8
3.6
16.6
3.3
25.3
8.2
66.5
12.7
|
| src
3.2
9.5
4.8
| sim
5.1
7.8
10.8
7.7
31.4
52.1
37.2
56.0
| noi
0.8
2.4
-0.5
0.9
17.1
6.8
50.0
10.4
|
| src
3.2
9.5
4.8
| sim
5.1
7.8
10.8
7.7
31.4
52.1
37.2
56.0
| noi
0.8
2.4
-0.5
0.9
17.1
6.8
50.0
10.4
|
|
Algorithm 6
F. Nesta
(Set2) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
1.2
5.8
4.1
| sim
5.3
9.8
7.0
10.0
42.8
59.1
54.2
57.3
| noi
0.7
1.1
1.8
-0.7
20.3
5.8
67.9
11.0
|
| src
5.6
13.4
6.6
| sim
11.1
19.1
14.5
14.3
33.8
63.6
40.1
59.0
| noi
2.5
3.1
17.2
3.0
21.1
4.3
71.8
10.9
|
| src
4.1
11.4
5.3
| sim
5.8
8.5
12.4
8.5
25.9
50.6
31.0
60.6
| noi
1.4
2.5
2.5
1.4
15.7
4.5
57.1
7.3
|
| src
4.1
11.4
5.3
| sim
5.8
8.5
12.4
8.5
25.9
50.6
31.0
60.6
| noi
1.4
2.5
2.5
1.4
15.7
4.5
57.1
7.3
|
|
Algorithm 8
S. Liang, W. Jiang
and W. Liu |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-2.2
17.1
-2.1
| sim
3.4
4.1
10.3
5.8
34.6
44.2
55.5
42.4
| noi
-0.8
13.1
-2.0
11.2
18.1
50.4
5.2
68.9
|
| src
1.6
20.4
1.7
| sim
6.3
7.7
13.9
9.4
27.5
40.0
40.6
40.8
| noi
2.1
13.1
1.6
9.3
24.3
48.4
12.7
65.2
|
| src
1.6
15.4
1.9
| sim
7.1
9.0
12.9
10.4
31.1
41.2
49.7
37.0
| noi
3.6
12.6
3.3
9.3
24.4
42.5
11.8
62.0
|
| src
1.6
15.4
1.9
| sim
7.1
9.0
12.9
10.4
31.1
41.2
49.7
37.0
| noi
3.6
12.6
3.3
9.3
24.4
42.5
11.8
62.0
|
|
| Baseline |
True DOA (deg)
Est DOA (deg)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
143
143
-1.7
2.4
2.4
| sim
0.3
5.3
3.6
4.8
8.9
39.8
25.0
69.4
| noi
-3.9
0.9
5.0
5.6
9.7
9.5
3.4
32.6
|
| src
80
84
2.9
11.2
3.9
| sim
4.7
6.0
11.8
8.0
33.1
62.1
39.5
54.1
| noi
0.4
11.2
0.0
9.1
27.8
40.6
24.4
54.4
|
| src
80
51
-12.3
-11.5
7.7
| sim
-3.5
2.2
-8.4
10.2
22.9
22.8
28.8
27.2
| noi
-7.0
-5.3
-0.7
8.2
8.3
34.2
2.2
78.9
|
| src
80
51
-12.3
-11.5
7.7
| sim
-3.5
2.2
-8.4
10.2
22.9
22.8
28.8
27.2
| noi
-7.0
-5.3
-0.7
8.2
8.3
34.2
2.2
78.9
|
|
| STFT Ideal Binary Mask |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
13.7
27.4
19.8
15.0
51.8
68.0
72.9
48.2
| noi
9.5
15.6
23.4
10.1
35.8
52.3
63.3
46.5
|
|
| sim
16.2
25.8
25.9
17.1
37.8
63.3
73.9
37.6
| noi
11.9
21.5
21.4
12.5
44.7
66.5
59.7
60.7
|
|
| sim
18.2
27.8
27.4
19.3
47.8
65.5
73.3
46.5
| noi
14.7
23.8
24.3
15.6
46.4
65.9
64.1
54.3
|
|
| sim
18.2
27.8
27.4
19.3
47.8
65.5
73.3
46.5
| noi
14.7
23.8
24.3
15.6
46.4
65.9
64.1
54.3
|
|
| dev_Sq1_Ce_A
mix
|
dev_Sq1_Ce_B
mix
|
dev_Sq1_Co_A
mix
|
dev_Sq1_Co_B
mix
|
Algorithm 5
F. Nesta
(Set1) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-1.2
-0.5
10.1
| sim
-0.8
20.1
-0.3
9.3
38.4
63.7
47.4
56.4
| noi
0.8
1.0
19.8
-0.1
15.3
3.3
73.6
9.3
|
| src
7.0
12.1
8.9
| sim
8.7
19.6
12.8
11.1
26.9
59.8
32.4
68.8
| noi
5.5
7.0
23.9
6.9
15.8
2.7
70.2
6.1
|
| src
-5.3
-4.4
8.0
| sim
-2.8
14.7
-3.1
9.1
36.5
68.6
53.0
37.3
| noi
0.8
1.0
18.9
0.2
17.3
4.1
72.7
10.6
|
| src
7.5
13.5
9.0
| sim
10.8
25.2
15.2
12.6
42.6
64.4
54.4
56.6
| noi
6.5
8.3
30.0
7.9
18.3
3.8
73.2
11.6
|
|
Algorithm 6
F. Nesta
(Set2) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-1.6
-1.0
10.7
| sim
-1.2
20.5
-0.9
10.0
37.2
63.6
41.8
57.6
| noi
0.7
0.8
20.5
-0.4
15.4
2.2
76.9
8.2
|
| src
6.0
10.0
8.7
| sim
7.5
19.8
10.6
10.6
20.2
55.8
29.1
74.2
| noi
4.8
6.1
23.5
5.9
14.8
1.4
74.3
4.8
|
| src
-5.2
-4.4
8.4
| sim
-2.8
15.8
-3.0
9.7
38.4
74.0
46.4
42.7
| noi
0.7
0.8
16.3
-0.6
15.1
2.2
75.4
7.5
|
| src
7.4
13.2
9.0
| sim
10.6
26.1
14.8
12.6
40.8
65.0
50.9
60.1
| noi
6.1
7.7
30.7
7.4
16.3
2.7
75.2
9.7
|
|
Algorithm 8
S. Liang, W. Jiang
and W. Liu |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-19.2
-6.2
-11.9
| sim
1.7
3.7
0.6
4.6
30.3
40.0
47.2
40.1
| noi
6.5
13.2
6.5
13.5
17.4
53.4
4.3
70.1
|
| src
-15.6
-0.5
-12.2
| sim
3.4
6.1
4.3
5.9
33.0
46.4
46.9
46.6
| noi
7.8
13.9
8.7
13.1
16.4
44.4
4.3
70.2
|
| src
-20.1
-6.7
-12.3
| sim
2.2
3.8
3.0
4.6
29.4
36.0
49.9
35.8
| noi
7.8
16.0
7.9
15.1
14.0
68.9
13.1
80.4
|
| src
-12.6
4.8
-11.2
| sim
6.0
8.4
9.8
8.9
34.4
48.4
51.4
45.3
| noi
8.3
15.7
9.1
13.4
17.0
70.9
6.2
74.1
|
|
| Baseline |
True DOA (deg)
Est DOA (deg)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
33
32
-21.8
-19.7
2.0
| sim
-21.1
5.6
-18.4
1.9
23.6
71.5
33.8
75.0
| noi
-16.4
-14.3
25.8
1.6
25.9
50.1
34.9
22.7
|
| src
143
157
-22.5
-20.3
2.0
| sim
-21.1
1.0
-16.8
1.6
8.6
60.3
19.5
86.7
| noi
-16.7
-14.3
24.9
1.9
17.9
32.7
18.5
15.6
|
| src
143
144
-18.0
-16.1
2.7
| sim
-17.5
10.9
-15.9
2.7
35.0
80.8
37.2
56.9
| noi
-12.0
-10.1
26.2
3.2
30.5
70.7
40.9
28.2
|
| src
143
145
-14.6
-12.7
2.8
| sim
-14.4
9.8
-12.3
2.8
14.5
62.1
32.7
83.1
| noi
-12.2
-10.3
27.8
3.2
29.9
59.3
41.4
28.7
|
|
| STFT Ideal Binary Mask |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
12.0
26.6
20.7
12.5
33.3
56.0
74.5
34.6
| noi
16.7
25.5
31.8
17.3
37.8
61.7
61.6
49.4
|
|
| sim
15.5
29.4
24.4
16.2
35.2
52.8
75.4
38.9
| noi
19.9
28.8
34.1
20.6
45.0
67.2
59.9
59.4
|
|
| sim
10.9
22.6
21.0
11.2
24.2
51.4
74.0
21.2
| noi
16.4
26.9
28.1
16.9
41.6
67.1
58.7
53.6
|
|
| sim
16.6
31.7
26.8
17.1
30.6
53.1
75.2
33.0
| noi
18.9
29.1
34.3
19.4
42.5
66.6
63.8
49.0
|
|
| dev_Li_-6dB_A
mix
|
dev_Li_-6dB_B
mix
|
dev_Li_-6dB_C
mix
|
dev_Li_-6dB_D
mix
|
Algorithm 1
P. Mowlaee
and R. Saeidi |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | | | | |
Algorithm 5
F. Nesta
(Set1) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-0.4
1.7
5.9
| sim
0.6
6.9
0.5
7.1
29.1
23.1
70.4
29.0
| noi
4.8
5.5
20.0
10.5
43.6
59.7
59.7
53.6
|
| src
-9.7
5.8
-8.6
| sim
5.5
7.1
15.9
8.6
50.8
63.3
70.8
53.1
| noi
9.4
12.2
16.3
12.7
41.6
55.5
68.5
46.4
|
| src
-2.7
1.2
2.0
| sim
-1.4
11.0
1.2
2.9
32.0
23.3
66.5
28.9
| noi
3.3
3.6
20.3
7.8
31.9
47.0
71.3
34.4
|
| src
-0.3
3.8
3.4
| sim
3.8
7.5
6.3
7.1
34.5
59.8
66.6
41.9
| noi
7.5
8.6
21.3
12.6
30.0
24.2
64.4
30.1
|
|
Algorithm 6
F. Nesta
(Set2) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-0.3
1.5
6.5
| sim
-0.0
7.8
-0.1
7.3
30.6
37.3
60.5
37.6
| noi
4.1
4.6
20.8
10.3
44.2
56.6
60.6
45.2
|
| src
-9.5
0.9
-6.5
| sim
5.0
7.8
9.9
8.5
51.2
65.4
67.9
56.6
| noi
7.4
8.9
17.4
11.9
38.9
44.4
70.5
43.0
|
| src
-2.9
1.5
1.5
| sim
-1.6
10.9
1.3
2.4
31.9
22.4
68.7
29.9
| noi
3.5
4.0
21.4
6.2
31.5
47.7
73.2
33.6
|
| src
-2.1
0.8
3.7
| sim
2.9
8.9
3.9
7.2
37.3
66.5
62.4
44.0
| noi
6.3
7.2
21.7
11.0
27.0
21.8
67.7
26.7
|
|
Algorithm 7
A. Ozerov
and E. Vincent |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
3.3
7.0
4.9
9.4
22.0
54.2
49.8
48.5
| noi
11.9
15.8
15.3
18.9
32.4
62.9
46.8
69.0
|
|
| sim
2.6
7.1
3.5
8.9
39.5
59.2
51.3
56.1
| noi
8.7
12.0
12.3
15.2
28.9
55.8
34.0
66.5
|
|
| sim
-0.8
8.5
-0.8
11.0
24.4
50.0
31.0
48.7
| noi
13.8
14.8
23.3
23.0
8.6
37.7
17.5
76.9
|
|
| sim
3.3
7.1
6.3
7.0
33.2
52.3
45.3
48.9
| noi
10.2
15.3
13.7
15.1
17.7
45.8
7.6
67.1
|
|
| Baseline |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-1.9
0.1
5.5
| sim
0.6
3.6
-0.5
6.4
17.6
44.9
58.8
37.2
| noi
9.2
13.4
11.4
16.6
9.4
50.3
21.8
83.0
|
| src
-14.4
-11.0
-0.5
| sim
0.4
3.3
-0.7
7.2
29.5
46.0
40.7
46.6
| noi
6.4
10.6
8.1
14.5
8.7
48.8
11.4
82.2
|
| src
-6.1
-4.6
5.2
| sim
-3.2
2.9
-5.7
5.3
23.3
43.8
37.5
40.4
| noi
11.4
13.9
16.6
17.2
9.0
33.6
3.2
77.2
|
| src
-11.0
-10.4
9.1
| sim
-3.6
1.4
-9.5
9.6
20.2
17.1
26.7
31.9
| noi
3.3
5.3
5.1
12.2
15.2
20.1
3.9
57.5
|
|
| STFT Ideal Binary Mask |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
11.8
19.6
18.8
13.4
30.8
44.6
73.8
32.7
| noi
20.4
26.6
29.9
22.2
52.2
66.1
68.5
55.0
|
|
| sim
12.0
18.6
21.6
13.4
52.9
67.8
67.6
61.3
| noi
18.1
26.9
25.2
19.7
48.2
56.4
74.2
48.7
|
|
| sim
14.5
20.3
23.9
16.3
43.6
60.1
73.1
46.0
| noi
29.1
37.2
35.8
31.1
49.6
69.2
63.9
59.8
|
|
| sim
13.1
20.4
20.9
14.9
40.8
72.6
48.5
37.2
| noi
20.0
27.0
28.2
21.8
32.2
42.7
75.2
34.7
|
|
| dev_Li_-3dB_A
mix
|
dev_Li_-3dB_B
mix
|
dev_Li_-3dB_C
mix
|
dev_Li_-3dB_D
mix
|
Algorithm 1
P. Mowlaee
and R. Saeidi |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | | | | |
Algorithm 5
F. Nesta
(Set1) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
5.5
18.2
5.8
| sim
7.6
8.8
19.9
12.8
26.0
18.8
73.9
24.9
| noi
10.6
13.3
17.5
14.8
43.0
61.2
56.9
52.8
|
| src
-14.2
-2.3
-9.6
| sim
4.4
5.6
14.4
7.9
20.4
9.6
73.1
18.1
| noi
8.5
11.6
14.9
11.6
43.5
51.8
64.6
47.4
|
| src
-6.8
5.3
-5.4
| sim
4.9
5.9
16.4
9.0
26.0
38.6
71.8
20.7
| noi
8.9
12.3
14.4
12.6
40.5
47.5
61.3
42.6
|
| src
-4.0
9.2
-3.3
| sim
4.8
5.8
14.8
9.9
23.8
6.4
78.4
8.4
| noi
8.3
11.2
14.0
12.5
45.1
52.6
65.6
45.2
|
|
Algorithm 6
F. Nesta
(Set2) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
5.0
15.8
5.5
| sim
8.3
10.3
17.4
12.5
28.8
32.9
63.5
32.9
| noi
8.2
9.8
19.1
12.4
41.0
58.5
67.4
47.5
|
| src
-14.2
-3.1
-9.0
| sim
4.9
6.6
13.2
7.9
22.5
21.0
69.1
24.7
| noi
7.6
9.7
15.5
11.0
41.4
47.7
64.5
44.5
|
| src
-7.0
4.0
-5.2
| sim
5.7
7.4
14.4
9.6
31.9
59.0
66.5
30.4
| noi
7.1
9.0
15.2
11.1
33.6
30.2
62.0
29.9
|
| src
-4.7
7.6
-3.7
| sim
5.9
7.7
13.5
10.1
24.4
16.6
62.6
24.6
| noi
8.0
10.0
16.5
12.0
44.0
48.7
68.6
44.5
|
|
Algorithm 7
A. Ozerov
and E. Vincent |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
4.1
6.6
7.2
13.0
30.3
36.5
47.6
40.5
| noi
7.0
11.4
8.9
16.4
9.6
49.3
32.5
83.9
|
|
| sim
4.2
5.7
10.3
10.2
26.5
37.6
41.9
36.2
| noi
7.9
15.3
9.1
16.1
9.2
52.6
25.4
84.7
|
|
| sim
5.4
6.7
12.4
11.8
33.9
44.9
42.4
47.3
| noi
8.2
15.5
9.4
16.4
8.6
48.7
19.7
83.3
|
|
| sim
4.5
6.8
8.3
11.3
25.8
40.9
40.5
44.5
| noi
6.9
12.0
8.7
14.8
13.9
43.9
38.0
67.5
|
|
| Baseline |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-2.6
-1.7
8.6
| sim
0.5
2.8
-1.4
9.0
15.2
25.6
22.8
40.1
| noi
3.5
7.8
4.2
14.5
8.6
35.2
19.6
70.5
|
| src
-15.2
-11.8
-0.4
| sim
0.9
3.7
-0.3
8.3
21.1
28.9
21.7
29.9
| noi
4.6
8.6
5.5
13.3
12.3
36.3
14.6
70.3
|
| src
-12.1
-9.0
0.3
| sim
1.1
3.3
-0.0
9.0
20.0
31.7
22.6
44.5
| noi
3.9
8.1
5.1
14.5
8.2
25.1
8.8
65.3
|
| src
-10.7
-7.0
-0.5
| sim
0.8
2.2
1.0
7.7
8.4
19.7
26.3
36.4
| noi
3.1
9.1
3.2
14.3
12.4
40.6
22.0
70.5
|
|
| STFT Ideal Binary Mask |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
12.7
17.3
22.1
15.1
22.8
41.3
78.6
20.4
| noi
15.6
23.0
21.1
18.2
35.7
76.0
58.9
72.4
|
|
| sim
8.9
14.2
18.0
10.6
33.4
50.1
73.4
36.3
| noi
12.6
20.6
18.5
14.6
53.6
63.1
71.7
69.5
|
|
| sim
10.9
15.3
20.0
13.2
36.4
51.4
72.0
40.9
| noi
13.7
20.8
19.1
16.3
39.0
74.1
52.3
56.8
|
|
| sim
10.9
16.5
19.2
12.7
27.0
54.4
73.5
21.7
| noi
13.2
20.2
19.8
15.2
73.2
65.2
82.0
64.7
|
|
| dev_Li_0dB_A
mix
|
dev_Li_0dB_B
mix
|
dev_Li_0dB_C
mix
|
dev_Li_0dB_D
mix
|
Algorithm 1
P. Mowlaee
and R. Saeidi |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | | | | |
Algorithm 5
F. Nesta
(Set1) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-7.0
9.0
-6.3
| sim
10.7
12.3
20.4
16.3
28.7
75.5
68.4
83.7
| noi
9.5
10.9
19.6
14.6
17.9
4.1
76.3
10.6
|
| src
5.8
21.4
5.9
| sim
11.1
13.1
24.4
14.8
46.1
69.0
60.4
53.7
| noi
13.5
17.1
21.2
16.6
23.0
50.4
36.9
68.8
|
| src
-6.2
8.0
-5.3
| sim
8.4
10.2
18.3
12.7
41.9
51.2
58.0
43.5
| noi
9.3
11.8
17.3
13.2
35.7
38.0
49.6
29.2
|
| src
-16.4
-2.0
-12.1
| sim
8.6
10.5
18.9
12.6
41.5
52.9
60.8
47.0
| noi
8.3
10.5
17.1
11.6
39.5
45.2
61.3
40.6
|
|
Algorithm 6
F. Nesta
(Set2) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-7.1
6.6
-6.1
| sim
11.5
14.7
16.5
17.0
41.6
80.1
76.2
86.7
| noi
7.3
8.0
26.7
12.9
20.9
2.2
77.4
8.0
|
| src
5.8
20.3
6.0
| sim
13.4
16.7
23.5
16.3
42.8
70.6
59.6
63.9
| noi
10.3
12.0
22.7
14.6
35.5
47.6
68.6
42.8
|
| src
-6.3
6.8
-5.3
| sim
9.6
12.6
16.4
13.4
40.5
56.5
57.0
57.3
| noi
7.0
8.2
19.3
11.0
32.3
28.2
54.4
21.6
|
| src
-16.4
-2.1
-12.0
| sim
10.4
13.3
18.7
13.9
36.6
57.4
48.7
56.6
| noi
7.3
8.8
18.5
10.8
39.7
45.4
62.6
40.3
|
|
Algorithm 7
A. Ozerov
and E. Vincent |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
6.4
7.8
14.9
13.0
29.7
92.0
42.2
63.8
| noi
6.4
15.2
7.8
14.9
9.8
46.6
2.5
68.9
|
|
| sim
5.3
7.9
8.3
13.9
17.7
31.8
14.4
55.3
| noi
5.4
9.7
6.9
14.4
16.6
34.9
9.8
62.9
|
|
| sim
4.4
7.5
6.7
13.0
22.4
52.0
37.4
39.8
| noi
4.5
8.1
6.2
13.0
8.2
28.5
5.1
74.3
|
|
| sim
4.3
8.1
6.7
11.0
27.0
33.3
23.3
50.3
| noi
4.6
8.3
6.3
10.6
13.7
24.2
5.7
57.8
|
|
| Baseline |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-10.8
-3.8
-4.5
| sim
2.5
3.6
6.1
9.1
36.7
46.8
68.8
42.7
| noi
2.5
10.6
2.5
14.1
8.3
46.0
0.8
81.9
|
| src
3.5
5.7
8.7
| sim
2.7
3.9
5.8
9.7
21.2
21.5
29.3
35.2
| noi
2.9
10.5
3.0
14.4
8.3
19.7
2.4
69.1
|
| src
-12.2
-8.6
-0.5
| sim
1.9
4.2
1.6
10.8
34.4
32.3
38.4
40.8
| noi
2.0
6.3
2.2
13.2
14.5
47.6
7.2
72.1
|
| src
-15.3
-8.0
-5.8
| sim
2.7
3.6
7.3
9.6
29.4
29.2
25.2
39.2
| noi
3.0
11.9
2.9
15.1
8.2
26.8
4.7
72.4
|
|
| STFT Ideal Binary Mask |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
19.8
27.0
26.7
21.9
92.6
92.8
92.4
86.7
| noi
19.7
25.3
29.1
21.8
21.1
3.9
81.4
12.9
|
|
| sim
18.0
25.8
25.9
19.6
47.4
94.5
68.0
74.8
| noi
18.2
25.3
26.8
19.8
65.0
81.6
67.7
65.6
|
|
| sim
13.8
19.9
21.4
16.0
46.4
65.2
63.2
65.2
| noi
13.9
19.7
22.0
16.1
47.6
59.6
66.5
48.7
|
|
| sim
13.8
18.9
22.1
16.1
47.9
64.1
66.4
54.1
| noi
14.0
20.4
20.5
16.6
46.0
69.8
60.8
51.3
|
|
| dev_Li_3dB_A
mix
|
dev_Li_3dB_B
mix
|
dev_Li_3dB_C
mix
|
dev_Li_3dB_D
mix
|
Algorithm 1
P. Mowlaee
and R. Saeidi |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | | | | |
Algorithm 5
F. Nesta
(Set1) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
5.0
13.9
5.7
| sim
5.2
6.3
15.6
9.6
26.2
22.1
72.9
23.7
| noi
4.8
7.6
8.8
7.4
37.5
37.8
48.8
42.1
|
| src
3.8
8.9
5.9
| sim
4.9
6.6
10.0
10.7
33.8
43.1
69.9
40.9
| noi
3.3
5.3
6.7
7.1
25.0
21.7
39.3
32.4
|
| src
0.8
11.5
1.5
| sim
7.5
9.1
16.4
12.3
39.2
48.5
58.5
42.8
| noi
5.0
6.7
13.2
6.9
29.3
27.3
50.0
32.8
|
| src
0.9
10.8
1.7
| sim
7.4
9.1
15.0
12.6
36.5
57.3
49.6
47.1
| noi
5.3
6.7
13.4
9.5
32.9
34.3
57.6
34.8
|
|
Algorithm 6
F. Nesta
(Set2) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
4.9
13.0
5.9
| sim
6.2
7.9
15.1
9.9
28.6
29.1
72.7
28.9
| noi
4.5
6.4
10.7
6.6
37.6
38.3
60.6
40.0
|
| src
3.8
8.8
6.0
| sim
6.4
9.4
10.4
11.5
45.1
61.3
65.0
52.3
| noi
3.4
4.4
11.4
6.1
31.0
28.7
65.9
33.1
|
| src
0.1
8.1
1.5
| sim
8.3
12.0
12.5
13.0
35.6
59.0
49.7
54.1
| noi
2.8
3.5
13.0
5.4
26.7
11.2
72.1
21.1
|
| src
0.3
9.0
1.5
| sim
10.0
14.7
13.8
14.3
21.9
55.2
43.0
67.0
| noi
3.6
4.3
16.9
7.1
24.8
9.1
69.5
16.7
|
|
Algorithm 7
A. Ozerov
and E. Vincent |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
5.4
7.1
11.3
11.1
34.4
50.6
41.3
56.5
| noi
2.9
10.2
3.3
10.9
22.4
33.8
14.3
58.7
|
|
| sim
4.6
6.6
8.7
10.4
31.3
52.9
40.6
54.0
| noi
2.4
8.9
2.8
10.7
17.0
48.0
7.0
68.3
|
|
| sim
5.4
6.3
15.9
11.7
38.5
47.1
50.5
39.5
| noi
3.1
13.9
3.5
12.8
14.9
49.2
12.0
73.9
|
|
| sim
6.3
7.4
15.1
12.4
34.6
61.2
47.4
47.9
| noi
3.6
12.3
4.7
12.7
8.3
53.7
5.3
84.1
|
|
| Baseline |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
1.6
4.4
6.2
| sim
2.2
3.6
4.7
7.6
27.0
28.7
43.5
33.5
| noi
-0.3
6.7
-1.3
10.4
16.3
24.2
6.0
56.6
|
| src
2.5
6.5
5.6
| sim
1.9
2.7
6.4
6.8
33.5
39.3
50.1
42.4
| noi
-0.3
9.9
-0.7
12.8
15.3
40.3
5.1
67.4
|
| src
-3.4
3.6
-0.9
| sim
2.2
2.8
7.6
7.4
25.2
29.8
54.0
33.8
| noi
-0.1
11.2
-0.9
13.3
8.3
25.1
3.1
72.7
|
| src
-2.2
3.1
1.1
| sim
2.3
3.2
5.8
8.3
29.2
40.0
38.0
42.4
| noi
-0.4
7.6
-0.5
12.5
8.4
27.0
1.6
75.8
|
|
| STFT Ideal Binary Mask |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
11.7
18.1
18.6
13.8
47.0
65.6
62.9
53.7
| noi
9.1
15.1
16.0
10.7
43.8
62.1
63.4
52.6
|
|
| sim
11.2
18.4
19.0
12.8
56.2
67.8
73.1
52.4
| noi
9.0
15.7
17.3
10.3
37.1
56.8
67.8
43.8
|
|
| sim
11.8
19.9
19.2
13.3
49.6
67.7
67.6
47.4
| noi
9.5
16.3
18.0
10.6
45.9
66.3
69.9
47.1
|
|
| sim
13.5
20.2
19.3
16.1
36.1
67.2
53.1
66.6
| noi
10.8
15.6
19.1
13.1
39.7
53.1
55.3
47.8
|
|
| dev_Li_6dB_A
mix
|
dev_Li_6dB_B
mix
|
dev_Li_6dB_C
mix
|
dev_Li_6dB_D
mix
|
Algorithm 1
P. Mowlaee
and R. Saeidi |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | | | | |
Algorithm 5
F. Nesta
(Set1) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
6.6
17.6
7.0
| sim
9.6
11.3
20.2
14.4
44.2
65.3
60.5
54.8
| noi
5.3
8.0
10.0
8.4
30.8
30.5
48.8
31.0
|
| src
-4.9
-0.8
0.7
| sim
1.8
4.8
2.9
8.7
28.7
41.2
60.2
40.7
| noi
3.1
4.0
8.4
7.8
22.2
2.2
73.6
6.4
|
| src
-11.9
-11.6
11.7
| sim
-10.7
8.3
-11.1
10.3
48.7
56.9
66.5
47.1
| noi
1.1
1.2
18.6
4.6
18.0
9.1
57.7
15.2
|
| src
5.5
16.7
5.9
| sim
9.2
11.3
17.9
13.5
35.5
56.1
47.7
49.8
| noi
3.7
5.0
9.1
7.5
24.0
8.7
61.0
16.2
|
|
Algorithm 6
F. Nesta
(Set2) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
6.6
16.7
7.1
| sim
13.5
17.9
19.4
16.9
48.7
62.4
69.8
69.7
| noi
4.6
5.5
16.6
7.5
31.3
20.3
67.7
27.6
|
| src
-4.9
-0.7
0.6
| sim
2.4
6.8
3.2
8.9
37.6
54.1
50.3
51.4
| noi
2.9
3.6
11.1
7.0
24.5
1.4
86.8
4.2
|
| src
-11.5
-11.2
12.8
| sim
-10.6
9.2
-10.8
12.0
50.7
61.2
66.5
57.4
| noi
1.2
1.3
22.8
5.0
16.9
7.1
66.6
14.0
|
| src
4.5
11.8
5.7
| sim
9.2
13.6
13.3
13.5
49.4
63.4
64.8
58.9
| noi
2.5
3.1
10.5
6.4
17.2
6.8
62.0
10.3
|
|
Algorithm 7
A. Ozerov
and E. Vincent |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
6.1
7.3
14.2
12.6
30.5
46.8
39.5
51.3
| noi
0.3
9.2
0.2
10.1
12.4
46.4
4.6
72.2
|
|
| sim
5.9
7.2
14.3
11.9
27.3
55.1
38.0
38.7
| noi
8.5
17.8
9.6
16.2
14.4
46.0
4.8
71.4
|
|
| sim
5.7
6.2
21.4
14.3
31.3
66.9
48.3
50.7
| noi
21.0
34.0
21.6
31.8
8.4
49.5
0.5
82.9
|
|
| sim
5.9
7.0
16.2
11.2
30.1
55.6
42.7
47.8
| noi
2.2
13.1
2.6
11.1
13.0
42.8
5.4
66.9
|
|
| Baseline |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
4.5
8.2
7.6
| sim
3.0
3.7
8.6
9.3
33.6
48.7
41.3
48.8
| noi
-2.8
6.7
-3.8
11.6
8.4
31.2
2.1
76.3
|
| src
-7.0
-0.2
-2.8
| sim
1.5
2.5
2.3
8.0
27.6
27.1
43.6
34.0
| noi
4.1
11.8
3.5
15.9
12.3
55.2
3.2
74.8
|
| src
4.5
9.5
6.6
| sim
-0.7
3.9
-2.9
8.9
29.8
44.0
42.5
36.8
| noi
14.5
17.0
18.2
23.2
9.7
27.5
1.3
66.0
|
| src
5.9
13.3
6.9
| sim
2.5
2.9
11.9
7.6
34.1
35.3
54.3
35.7
| noi
-1.2
11.2
-1.5
12.7
11.5
40.4
3.0
72.3
|
|
| STFT Ideal Binary Mask |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
15.5
22.3
21.9
17.8
66.4
68.1
81.8
48.8
| noi
9.6
15.1
17.4
11.5
34.7
34.0
66.5
36.8
|
|
| sim
15.6
23.8
21.8
17.6
53.9
69.3
67.3
55.6
| noi
18.2
23.8
27.8
20.2
24.5
4.3
78.2
5.2
|
|
| sim
14.8
20.1
24.6
17.0
60.9
69.5
73.5
60.3
| noi
30.0
38.2
36.1
32.2
24.9
19.3
76.1
28.9
|
|
| sim
14.6
21.9
21.5
16.7
59.0
69.0
71.7
60.0
| noi
10.9
16.9
19.3
12.7
27.9
14.2
68.8
23.8
|
|
| dev_Li_9dB_A
mix
|
dev_Li_9dB_B
mix
|
dev_Li_9dB_C
mix
|
dev_Li_9dB_D
mix
|
Algorithm 1
P. Mowlaee
and R. Saeidi |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | | | | |
Algorithm 5
F. Nesta
(Set1) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-11.6
1.6
-9.1
| sim
8.4
9.4
20.9
14.8
45.6
58.7
69.3
49.7
| noi
3.7
6.3
6.8
6.5
28.2
13.5
40.3
27.4
|
| src
-9.2
6.9
-8.3
| sim
11.5
14.2
20.3
15.1
30.8
83.4
45.5
64.9
| noi
4.1
5.8
10.6
6.6
25.6
22.0
75.3
20.9
|
| src
-23.3
-8.1
-14.4
| sim
11.2
14.1
18.0
15.2
67.3
69.8
76.8
58.3
| noi
4.3
5.8
12.1
7.9
26.3
20.7
73.6
24.8
|
| src
4.4
17.1
4.7
| sim
8.3
9.9
20.9
12.4
45.1
63.4
61.1
49.3
| noi
2.8
6.9
3.8
6.1
34.9
45.6
60.6
43.2
|
|
Algorithm 6
F. Nesta
(Set2) |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-11.7
0.5
-8.7
| sim
11.7
14.2
18.7
16.7
58.0
69.9
78.2
73.7
| noi
3.0
3.6
14.5
6.4
25.6
7.8
73.9
18.2
|
| src
-9.4
5.5
-8.2
| sim
13.0
17.1
18.8
16.4
36.9
70.9
57.0
72.4
| noi
3.3
4.1
15.8
5.6
24.7
11.3
71.3
16.6
|
| src
-23.0
-8.8
-13.5
| sim
13.1
18.6
17.1
16.9
64.9
65.1
77.3
72.9
| noi
2.3
2.8
13.1
4.3
24.2
7.1
77.7
13.8
|
| src
4.4
16.5
4.8
| sim
10.6
12.8
20.6
14.5
51.3
64.7
67.5
58.5
| noi
2.8
5.3
4.4
5.5
33.0
26.5
68.7
32.4
|
|
Algorithm 7
A. Ozerov
and E. Vincent |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
6.4
7.0
19.0
14.2
37.4
63.4
55.6
51.0
| noi
-2.0
9.3
-1.5
11.3
12.5
50.1
2.5
65.2
|
|
| sim
3.5
3.8
18.2
9.4
41.1
75.0
52.8
55.7
| noi
-4.8
11.8
-5.0
12.1
14.8
61.8
6.8
68.7
|
|
| sim
6.3
7.4
14.4
13.3
37.4
66.9
55.3
57.9
| noi
-2.1
7.2
-2.5
9.4
14.9
47.8
6.3
63.9
|
|
| sim
5.5
6.3
16.3
11.5
34.2
64.3
50.0
51.7
| noi
-3.3
8.6
-3.7
9.5
18.8
50.4
8.0
66.8
|
|
| Baseline |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS | src
-16.1
-5.3
-9.4
| sim
2.8
3.1
13.1
11.1
33.1
37.3
58.7
36.3
| noi
-5.5
5.6
-5.4
14.1
9.3
31.1
0.9
74.1
|
| src
-13.6
-2.7
-8.6
| sim
2.3
2.7
11.0
8.5
40.8
46.5
54.4
39.4
| noi
-5.9
8.4
-7.2
13.0
8.4
33.6
2.1
77.8
|
| src
-22.4
-10.9
-10.9
| sim
2.9
3.3
13.0
10.0
37.6
33.2
55.5
29.0
| noi
-5.5
7.3
-5.6
12.7
11.0
49.3
2.0
72.9
|
| src
5.2
10.6
7.1
| sim
2.6
3.1
10.9
8.3
31.6
38.3
50.0
41.7
| noi
-6.2
5.9
-7.2
11.2
10.9
32.2
2.5
70.2
|
|
| STFT Ideal Binary Mask |
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)
OPS
TPS
IPS
APS |
| sim
17.8
25.2
23.3
20.5
66.1
73.1
82.2
82.2
| noi
9.5
13.9
18.9
11.5
32.0
32.7
71.5
35.4
|
|
| sim
16.2
24.0
23.1
18.1
38.5
66.5
67.9
81.7
| noi
7.9
14.0
16.1
9.0
24.1
14.2
72.8
14.1
|
|
| sim
18.7
28.5
24.8
20.6
75.1
91.0
85.9
86.7
| noi
10.4
15.9
21.2
11.7
23.0
29.0
79.6
12.8
|
|
| sim
16.1
23.8
22.2
18.4
69.0
67.4
78.3
63.3
| noi
7.3
12.4
15.5
8.3
34.5
47.5
69.1
40.2
|
|