Research Article
Expression-EEG Bimodal Fusion Emotion Recognition Method Based on Deep Learning
Table 1
Experimental simulation results of fine tuning of each model.
| Network model | Pretraining data set | FER 2013 test set results (%) | SFEW test set results |
| Baseline DCNN | Null | 56.21 | 54.35 | GoogLeNet | ImageNet | 61.23 | 59.21 | CaffeNet | ImageNet | 67.41 | 56.22 | Residual network | ImageNet | 72.34 | 68.34 | VGG | ImageNet | 76.21 | 71.23 | VGG-FACE | Faces | 89.21 | 78.24 |
|
|