Table 4.

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

Decision	Method	Accuracy	F1-score	Precision	Recall
Window-level	Trans + CCE	71.87	66.57	65.57	71.56
	Trans + Focal Loss ($\gamma$ = 2)	71.43	62.10	68.09	59.67
	Trans + Focal Loss ($\gamma$ = 0.5)	75.11	63.87	82.62	60.25
	Trans + WCCE	67.86	64.01	61.73	72.42
Patient-level	Trans + CCE	68.75	60.01	60.37	61.87
	Trans + Focal Loss ($\gamma$ = 2)	73.44	63.96	74.84	60.36
	Trans + Focal Loss ($\gamma$ = 0.5)	76.56	65.75	91.07	60.71
	Trans + WCCE	70.31	67.04	64.78	74.39

The best performance is in bold