TABLE 10. Accuracy and F-Measure (Accuracy/F-Measure) Results for the Detected Emotions in the Testing Phase.
Method | Anger | Disgust | Fear | Enjoy | Sadness | Surprise |
---|---|---|---|---|---|---|
Tree-CNN | 0.90/0.90 | 0.91/0.92 | 0.90/0.92 | 0.93/0.94 | 0.90/0.93 | 0.90/0.93 |
SVM | 0.80/0.81 | 0.79/0.81 | 0.81/0.81 | 0.83/0.82 | 0.84/0.83 | 0.84/0.83 |
RF | 0.82/ 0.82 | 0.80/0.82 | 0.82/0.81 | 0.83/0.84 | 0.85/0.85 | 0.85/0.85 |
DT | 0.83/0.82 | 0.81/0.82 | 0.83/0.82 | 0.82/0.83 | 0.84/0.83 | 0.84/0.83 |
CNN | 0.85/0.84 | 0.82/0.84 | 0.84/0.85 | 0.84/0.84 | 0.86/0.86 | 0.86/0.86 |