Table 3 Overall SLR outcome of PASLR-DDPFEM model at 70%TRAPA and 30%TESPA.

From: Improving sign Language recognition system for assisting deaf and dumb people using pathfinder algorithm with representation learning model

Class Labels

\(\:\varvec{A}\varvec{c}\varvec{c}{\varvec{u}}_{\varvec{y}}\)

\(\:\varvec{P}\varvec{r}\varvec{e}{\varvec{c}}_{\varvec{n}}\)

\(\:\varvec{S}\varvec{e}\varvec{n}{\varvec{s}}_{\varvec{y}}\)

\(\:\varvec{S}\varvec{p}\varvec{e}{\varvec{c}}_{\varvec{y}}\)

\(\:\varvec{F}{1}_{\varvec{S}\varvec{c}\varvec{o}\varvec{r}\varvec{e}}\)

Kappa

TRAPA (70%)

 

L-1

98.64

82.34

82.34

99.29

82.34

82.40

L-2

98.85

84.69

85.74

99.38

85.21

85.27

L-3

98.79

83.41

85.40

99.32

84.39

84.44

L-4

98.82

84.58

84.54

99.38

84.56

84.63

L-5

98.91

85.34

86.00

99.42

85.67

85.75

L-6

98.87

85.80

85.72

99.41

85.76

85.83

L-7

98.90

86.09

85.73

99.44

85.91

85.96

L-8

98.90

84.81

86.72

99.38

85.75

85.80

L-9

98.71

82.77

82.40

99.34

82.59

82.65

L-10

98.76

83.21

84.76

99.32

83.98

84.05

L-11

98.70

85.01

80.62

99.43

82.75

82.80

L-12

98.86

85.78

83.85

99.45

84.80

84.87

L-13

98.78

83.60

85.41

99.32

84.50

84.58

L-14

98.65

83.64

80.98

99.36

82.28

82.36

L-15

98.71

83.83

81.63

99.38

82.72

82.78

L-16

98.85

84.53

86.05

99.37

85.28

85.35

L-17

98.84

83.48

87.61

99.30

85.49

85.55

L-18

98.88

86.23

84.64

99.46

85.43

85.51

L-19

98.89

87.00

83.52

99.50

85.23

85.29

L-20

98.60

82.10

80.96

99.30

81.52

81.58

L-21

98.80

84.32

85.15

99.36

84.74

84.80

L-22

98.81

84.12

85.24

99.36

84.67

84.73

L-23

98.96

86.27

86.61

99.45

86.44

86.51

L-24

98.87

86.84

83.02

99.50

84.89

84.94

L-25

98.84

84.66

85.11

99.38

84.88

84.96

L-26

98.65

81.00

85.11

99.20

83.01

83.07

Average

98.80

84.44

84.42

99.38

84.42

84.48

TESPA (30%)

 

L-1

98.81

84.51

84.23

99.39

84.37

84.43

L-2

98.81

83.37

86.16

99.32

84.74

84.82

L-3

98.79

85.16

83.19

99.42

84.16

84.22

L-4

98.70

82.05

84.96

99.25

83.48

83.54

L-5

98.96

86.71

87.18

99.45

86.94

87.00

L-6

98.97

84.23

87.56

99.39

85.87

85.94

L-7

98.95

86.46

85.17

99.49

85.81

85.88

L-8

98.82

83.89

86.11

99.33

84.98

85.04

L-9

98.66

85.15

82.19

99.38

83.65

83.71

L-10

98.63

80.39

85.45

99.16

82.84

82.90

L-11

98.66

83.82

80.34

99.39

82.04

82.11

L-12

98.82

85.45

84.24

99.41

84.84

84.90

L-13

98.70

81.83

83.89

99.28

82.84

82.90

L-14

98.88

86.19

83.97

99.47

85.07

85.12

L-15

98.67

84.09

82.48

99.35

83.28

83.34

L-16

98.78

83.44

84.75

99.33

84.09

84.16

L-17

98.74

83.18

83.37

99.34

83.28

83.34

L-18

99.00

87.02

86.53

99.49

86.78

86.84

L-19

98.88

85.99

84.56

99.45

85.27

85.33

L-20

98.48

80.07

81.21

99.18

80.63

80.71

L-21

98.75

83.28

82.89

99.36

83.08

83.15

L-22

98.76

84.12

83.56

99.37

83.84

83.90

L-23

99.03

88.76

86.15

99.56

87.44

87.51

L-24

98.94

88.12

84.05

99.54

86.04

86.10

L-25

98.83

84.88

84.97

99.39

84.93

85.00

L-26

98.50

79.33

81.82

99.16

80.55

80.62

Average

98.79

84.29

84.27

99.37

84.26

84.33