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