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EURASIP Journal on Audio, Speech, and Music Processing

Table 2 Experimental results with different centers (K) under two different scale factors (r) of MMAM and ProxyGML. The performances are measured by EER (%), Cavg (%) and minDCF (100*)

From: Masked multi-center angular margin loss for language recognition

ID

Loss

Parameter

Test-all

Test-3 s

Test-1 s

   

EER

Cavg

minDCF

EER

Cavg

minDCF

EER

Cavg

minDCF

1

MMAM

m=0.3, K=1, r=0.3

1.74

1.72

1.74

1.92

1.86

1.92

8.13

8.34

8.4

2

ProxyGML

K=1, r=0.3

2.37

2.41

2.35

2.49

2.62

2.47

8.77

8.6

8.69

3

MMAM

m=0.3, K=2, r=0.3

1.53

1.41

1.38

2.12

2.02

2.07

8.83

8.74

8.8

4

ProxyGML

K=2, r=0.3

2.53

2.48

2.51

2.74

2.9

2.72

9.88

8.94

8.87

5

MMAM

m=0.3, K=3, r=0.3

1.52

1.4

1.47

1.77

1.74

1.76

8.42

7.93

8.12

6

ProxyGML

K=3, r=0.3

2.7

2.62

2.68

2.92

2.96

2.87

9.34

9.33

9.23

7

MMAM

m=0.3, K=4, r=0.3

1.61

1.47

1.45

1.73

1.75

1.73

8.68

8.12

8.23

8

ProxyGML

K=4, r=0.3

1.7

1.58

1.67

1.92

1.93

1.93

8.67

8.33

8.28

9

MMAM

m=0.3, K=5, r=0.3

1.8

1.66

1.67

2.04

2.02

2.01

8.6

8.19

8.23

10

ProxyGML

K=5, r=0.3

1.91

1.9

1.87

2.12

2.15

2.14

9.23

9.23

9.21

11

MMAM

m=0.3, K=6, r=0.3

2.06

2.01

2.04

2.23

2.47

2.34

8.82

8.68

8.79

12

ProxyGML

K=6, r=0.3

2.37

2.35

2.34

2.58

2.66

2.57

9.35

9.15

9.14

13

MMAM

m=0.3, K=7, r=0.3

2.17

2.06

2.03

2.35

2.28

2.34

8.71

8.63

8.69

14

ProxyGML

K=7, r=0.3

2.21

2.14

2.2

2.53

2.58

2.51

9.56

9.31

9.31

15

MMAM

m=0.3, K=1, r=0.5

2.07

2.02

2.03

2.31

2.12

2.15

8.32

8.19

8.27

16

ProxyGML

K=1, r=0.5

2.43

2.29

2.41

2.46

2.57

2.42

9.46

9.24

9.12

17

MMAM

m=0.3, K=2, r=0.5

2.49

2.26

2.34

2.53

2.48

2.51

9.27

9.13

9.25

18

ProxyGML

K=2, r=0.5

2.84

2.77

2.82

2.85

3.03

2.85

10.32

9.17

9.12

19

MMAM

m=0.3, K=3, r=0.5

1.75

1.6

1.65

1.88

1.89

1.81

8.93

8.94

8.9

20

ProxyGML

K=3, r=0.5

2.47

2.44

2.46

2.56

2.63

2.54

8.95

8.28

8.12

21

MMAM

m=0.3, K=4, r=0.5

1.73

1.63

1.66

2.06

1.98

2.01

8.95

8.85

8.93

22

ProxyGML

K=4, r=0.5

2.44

2.47

2.43

2.58

2.65

2.56

9.08

8.61

8.76

23

MMAM

m=0.3, K=5, r=0.5

1.94

1.81

1.91

2.37

2.35

2.39

9.49

9.4

9.47

24

ProxyGML

K=5, r=0.5

2.88

2.86

2.84

3.06

3.17

2.99

9.91

9.48

9.57

25

MMAM

m=0.3, K=6, r=0.5

2.04

1.93

1.94

2.47

2.52

2.42

9.73

9.34

9.49

26

ProxyGML

K=6, r=0.5

2.4

2.23

2.14

2.73

2.82

2.71

10.23

10.62

10.34

27

MMAM

m=0.3, K=7, r=0.5

2.46

2.34

2.43

2.73

2.74

2.79

9.85

9.42

9.35

28

ProxyGML

K=7, r=0.5

2.64

2.61

2.56

2.93

2.85

2.84

10.34

10.45

10.53

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