Table 13.

Testing precision and F-score using the untrained VGG19 network architecture

Training epochs (%)	25 (%)		50 (%)		75 (%)		100 (%)
Threshold	Precision	F score	Precision	F score	Precision	F score	Precision	F score
60	83.88	80.26	84.12	80.98	85	81.31	86.12	82.96
70	78.03	74.61	81.02	77.76	82.98	79.75	84.13	81.43
80	55.55	51.13	75.11	71.88	79.46	76.45	79.67	76.34
90	–	–	60.4	57.4	70.87	67.45	78.5	75.16

The network was trained, validated, and tested using the dataset without repeating any K-complex. Threshold is the positive overlap threshold