Research Article
DE-CNN: An Improved Identity Recognition Algorithm Based on the Emotional Electroencephalography
Table 8
Rank-1 of cross-emotion verification on identity recognition.
| | CNN + LSTM | DE + CNN | Rank | 0–75hz | 15–32hz | 0–75hz | 15–32hz |
| Neu-pos | 083 | 0.95 | 0.915 | 0.83 | Neg-pos | 0.83 | 0.91 | 0.883 | 0.81 | Pos-neu | 0.89 | 0.84 | 0.91 | 0.914 | Neg-neu | 0.92 | 0.95 | 0.952 | 0.948 | Pos-neg | 0.86 | 0.78 | 0.897 | 0.845 | Neu-neg | 0.906 | 0.93 | 0.969 | 0.973 |
|
|