Table 5.

Performance of transformer model for EEG signals with eyes close on different methods for three class (ADHD, MDD, and SMC) classification

Decision	Method	Accuracy	F1-score	Precision	Recall
Window-level	Trans + CCE	67.97	64.86	66.25	63.92
	Trans + Focal Loss ($\gamma$ = 2)	69.87	60.55	66.21	57.48
	Trans + Focal Loss ($\gamma$ = 0.5)	68.64	59.13	63.61	63.54
	Trans + WCCE	66.18	62.63	67.15	61.15
Patient-level	Trans + CCE	67.19	64.83	72.75	60.92
	Trans + Focal Loss ($\gamma$ = 2)	70.31	61.19	75.52	56.05
	Trans + Focal Loss ($\gamma$ = 0.5)	70.31	61.87	66.53	65.36
	Trans + WCCE	65.62	60.91	72.62	57.43

The best performance is in bold