Table 2 Emotion detection of SCGERS-STGCN model under 80%TRPH and 20%TSPH.
Classes | \(Accu_{y}\) | \(Prec_{n}\) | \(Reca_{l}\) | \(F1_{score}\) | \(AUC_{score}\) |
|---|---|---|---|---|---|
TRPH (80%) | |||||
Surprised | 98.24 | 93.83 | 91.19 | 92.49 | 95.19 |
Sad | 98.54 | 95.53 | 95.15 | 95.34 | 97.16 |
Neutral | 98.38 | 93.44 | 96.43 | 94.91 | 97.58 |
Happy | 98.04 | 95.66 | 97.34 | 96.49 | 97.82 |
Fearful | 98.57 | 94.89 | 96.08 | 95.49 | 97.56 |
Disgusted | 98.96 | 82.61 | 41.96 | 55.65 | 70.91 |
Angry | 98.42 | 93.29 | 93.14 | 93.22 | 96.13 |
Average | 98.45 | 92.75 | 87.32 | 89.08 | 93.19 |
TSPH (20%) | |||||
Surprised | 98.46 | 94.07 | 92.45 | 93.25 | 95.85 |
Sad | 98.64 | 95.67 | 95.79 | 95.73 | 97.48 |
Neutral | 98.33 | 93.73 | 95.93 | 94.82 | 97.36 |
Happy | 98.31 | 96.10 | 97.65 | 96.87 | 98.10 |
Fearful | 98.62 | 95.67 | 95.67 | 95.67 | 97.42 |
Disgusted | 99.17 | 88.68 | 56.63 | 69.12 | 78.25 |
Angry | 98.15 | 92.62 | 92.32 | 92.47 | 95.64 |
Average | 98.53 | 93.79 | 89.49 | 91.13 | 94.30 |