Driving behavior classification on MPDB (test)
80.91AccuracyXGB+LGB
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XGB+LGBStudy=Ours, Modalities=EEG, EMG, GSR2026.05 | 80.91 | 79 | |
| MMPHGCNStudy=Zhang et al. [40], Modalities=EEG, EMG, GSR2026.05 | 74.4 | 70.64 | |
| H-LSTMStudy=Zhang et al. [40], Modalities=EEG, EMG, GSR2026.05 | 68.51 | 63.26 | |
| M-mixerStudy=Zhang et al. [40], Modalities=EEG, EMG, GSR2026.05 | 66.69 | 61.89 | |
| LSTMStudy=Tao et al. [27], Modalities=EEG, EMG, GSR, ECG2026.05 | 66.2 | — | |
| MMPNetStudy=Tao et al. [27], Modalities=EEG, EMG, GSR, ECG2026.05 | 65.3 | — | |
| 1DCNNStudy=Zhang et al. [40], Modalities=EEG, EMG, GSR2026.05 | 63.14 | 57.68 | |
| CNNStudy=Tao et al. [27], Modalities=EEG, EMG, GSR, ECG2026.05 | 62.5 | — | |
| EEGNetStudy=Tao et al. [27], Modalities=EEG, EMG, GSR, ECG2026.05 | 57.7 | — | |
| C-TSFStudy=Zhang et al. [40], Modalities=EEG, EMG, GSR2026.05 | 56.6 | 53.03 | |
| EEGNetStudy=Zhang et al. [40], Modalities=EEG, EMG, GSR2026.05 | 55.71 | 48.54 | |
| EEGNetStudy=Tao et al. [27], Modalities=EEG Only2026.05 | 49.8 | — | |
| KNNStudy=Zhang et al. [40], Modalities=EEG, EMG, GSR2026.05 | 48.42 | 42.57 | |
| LDAStudy=Tao et al. [27], Modalities=EEG, EMG, GSR, ECG2026.05 | 36.9 | — | |
| LDAStudy=Tao et al. [27], Modalities=EEG Only2026.05 | 33.5 | — |