Table 3 SL detection of SACHI-SLRHDL approach under 70%TRAPS and 30%TESPS.

From: IoT-driven smart assistive communication system for the hearing impaired with hybrid deep learning models for sign language recognition

Class labels

\(\:Acc{u}_{y}\)

\(\:Pre{c}_{n}\)

\(\:Rec{a}_{l}\)

\(\:{F}_{score}\)

\(\:MCC\)

TRAPS (70%)

 C-1

98.21

88.89

77.42

82.76

82.04

 C-2

97.68

82.14

74.19

77.97

76.85

 C-3

98.04

81.48

78.57

80.00

78.98

 C-4

97.86

79.31

79.31

79.31

78.18

 C-5

97.14

68.57

82.76

75.00

73.86

 C-6

97.86

83.33

78.12

80.65

79.56

 C-7

98.04

80.77

77.78

79.25

78.23

 C-8

98.75

77.78

95.45

85.71

85.56

 C-9

97.50

73.08

73.08

73.08

71.77

 C-10

97.68

75.00

72.00

73.47

72.27

 C-11

97.86

79.31

79.31

79.31

78.18

 C-12

98.04

75.00

84.00

79.25

78.36

 C-13

97.86

71.88

88.46

79.31

78.66

 C-14

98.39

76.19

80.00

78.05

77.24

 C-15

98.21

85.19

79.31

82.14

81.26

 C-16

97.50

76.67

76.67

76.67

75.35

 C-17

97.86

85.71

75.00

80.00

79.07

 C-18

97.86

84.62

73.33

78.57

77.67

 C-19

98.57

84.85

90.32

87.50

86.79

 C-20

98.75

88.89

85.71

87.27

86.63

 Average

97.98

79.93

80.04

79.76

78.83

TESPS (30%)

 C-1

100.00

100.00

100.00

100.00

100.00

 C-2

98.33

85.71

66.67

75.00

74.78

 C-3

99.17

91.67

91.67

91.67

91.23

 C-4

95.42

50.00

45.45

47.62

45.28

 C-5

96.25

60.00

54.55

57.14

55.26

 C-6

97.08

54.55

75.00

63.16

62.53

 C-7

97.50

81.82

69.23

75.00

73.98

 C-8

97.92

84.21

88.89

86.49

85.40

 C-9

97.92

80.00

85.71

82.76

81.71

 C-10

98.75

92.86

86.67

89.66

89.05

 C-11

98.75

83.33

90.91

86.96

86.39

 C-12

98.75

87.50

93.33

90.32

89.71

 C-13

98.75

100.00

78.57

88.00

88.06

 C-14

99.17

95.00

95.00

95.00

94.55

 C-15

99.17

90.91

90.91

90.91

90.47

 C-16

98.33

87.50

70.00

77.78

77.44

 C-17

96.25

42.86

37.50

40.00

38.16

 C-18

97.50

64.29

90.00

75.00

74.88

 C-19

98.75

87.50

77.78

82.35

81.86

 C-20

97.08

66.67

83.33

74.07

73.06

 Average

98.04

79.32

78.56

78.44

77.69