A Deep Learning Approach to Detect Microsleep Using Various Forms of EEG Signal

Table 2

Performance metrics comparison.

EEG window length	Sn	Sp	P	Phi	ROC	PR
0.5	0.56	0.65	0.04	0.12	0.6	0.7
1.5	0.59	0.67	0.05	0.17	0.62	0.72
2.5	0.64	0.71	0.13	0.24	0.66	0.75
3.5	0.66	0.73	0.15	0.27	0.69	0.76
4.5	0.65	0.73	0.18	0.28	0.68	0.77
5	0.53	0.73	0.23	0.26	0.6	0.76
Average	0.61	0.70	0.13	0.22	0.64	0.74