Table 3 Emotion detection of the SERDP-DLEOCE technique under dissimilar epochs.

From: Improving real-time emotion recognition system in assistive communication technologies for disabled persons using deep learning with equilibrium algorithm

Classes

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

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

\(\:\varvec{R}\varvec{e}\varvec{c}{\varvec{a}}_{\varvec{l}}\)

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

\(\:\varvec{A}\varvec{U}{\varvec{C}}_{\varvec{S}\varvec{c}\varvec{o}\varvec{r}\varvec{e}}\)

Epoch − 500

 Sadness

89.20

65.49

72.62

68.87

82.54

 Neutral

86.94

69.41

93.92

79.82

89.10

 Worry

87.39

70.46

91.63

79.66

88.73

 Surprise

93.42

81.68

07.13

13.12

53.51

 Love

89.46

60.51

40.08

48.22

68.22

 Fun

94.81

89.36

09.46

17.11

54.70

 Hate

95.94

100.00

03.70

07.14

51.85

Average

91.02

76.70

45.51

44.85

69.81

Epoch − 1000

 Sadness

90.25

68.37

75.82

71.90

84.45

 Neutral

88.16

72.06

93.05

81.22

89.68

vWorry

88.80

73.16

92.30

81.62

89.91

 Surprise

93.84

74.66

17.51

28.37

58.53

 Love

90.75

67.24

47.66

55.78

72.21

 Fun

95.73

87.59

28.60

43.12

64.18

 Hate

95.82

83.33

01.13

02.24

50.56

Average

91.91

75.20

50.87

52.04

72.79

Epoch − 150

 Sadness

91.81

71.71

82.92

76.91

88.24

 Neutral

88.88

73.67

92.75

82.12

90.08

 Worry

90.88

77.36

93.55

84.69

91.72

 Surprise

94.44

76.28

29.26

42.30

64.29

 Love

91.18

70.04

48.85

57.56

72.97

 Fun

95.77

92.59

27.42

42.31

63.64

 Hate

96.37

84.64

17.08

28.43

58.47

Average

92.76

78.04

55.98

59.19

75.63

Epoch − 2000

 Sadness

92.08

73.52

81.06

77.11

87.66

 Neutral

89.86

75.80

92.78

83.43

90.76

 Worry

90.81

77.07

93.79

84.62

91.75

 Surprise

94.61

76.67

32.60

45.75

65.93

 Love

91.67

70.72

54.45

61.53

75.65

 Fun

96.04

87.91

34.80

49.86

67.26

 Hate

96.31

84.81

15.19

25.77

57.54

Average

93.05

78.07

57.81

61.15

76.65

Epoch − 2500

 Sadness

92.68

74.76

83.78

79.01

89.10

 Neutral

91.51

79.61

92.95

85.76

91.95

 Worry

92.71

81.63

94.11

87.43

93.15

 Surprise

95.20

77.31

44.08

56.14

71.55

 Love

92.55

73.80

60.62

66.56

78.81

 Fun

96.28

80.98

44.82

57.70

72.09

 Hate

96.61

84.13

24.04

37.39

61.92

Average

93.93

78.89

63.48

67.14

79.80

Epoch − 3000

 Sadness

95.03

82.45

88.67

85.45

92.48

 Neutral

92.89

83.12

93.08

87.82

92.95

 Worry

94.59

86.22

95.13

90.46

94.76

 Surprise

95.58

77.88

51.03

61.66

74.97

 Love

93.91

78.92

68.51

73.35

82.98

 Fun

96.88

83.81

55.69

66.91

77.52

 Hate

97.15

74.23

49.43

59.35

74.34

Average

95.15

80.95

71.65

75.00

84.29

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