Table 3.

F-MLP evaluation on classifying regular and irregular borders using different training and testing split ratios.

Ratio	Training	Testing	Training time	Testing time	Lower sigmoid acc. (%)	Upper sigmoid acc. (%)
80:20	248	62	0.58	0.01	95.2	90.3
70:30	217	93	0.8	0.07	91.4	89.2
60:40	186	124	0.6	0.08	90.3	87.9
50:50	155	155	0.7	0.08	83.9	75.5