Research Article
Emotion Recognition Based on EEG Using Generative Adversarial Nets and Convolutional Neural Network
Table 8
Comparison results of the recognition rate before and after data augmentation.
| | Data distribution before PSD-GAN | Data distribution after PSD-GAN | Negative | Neutral | Positive | Negative | Neutral | Positive | Number of samples | 150 | 166 | 104 | 166 | 166 | 166 | Average recognition accuracy (%) | | Case 1 | Case 2 | FBCCNN | 62.06 | 70.34 | FBSCNN | 56.78 | 66.50 |
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