YOLOv5-MGC: GUI Element Identification for Mobile Applications Based on Improved YOLOv5

Table 2

GUI elements recognition results.

Category	Algorithm
	YOLOv5-MGC (%)				YOLOv5 (%)
	AP	Precision	Recall	F1	AP	Precision	Recall	F1
Text	91.8	86.5	89.4	87.93	92.9	84.5	89.4	86.88
Image	91.5	70.6	78.6	74.39	90.9	66.1	81.1	72.84
Icon	77.6	72.7	91.5	81.02	76.6	71.1	93	80.59
Button	94.5	88	94.5	91.13	94.5	84.7	97.2	90.52
Radio button	98.2	83.3	99.3	90.6	95.2	78.1	97.3	86.65
Check box	98.2	95.7	98.5	97.08	99.5	94.1	97.5	95.77
Switch	99.5	80.8	99.2	89.06	99.5	70.5	99.1	82.39
Others	88.3	69	60.9	64.7	81.2	48.6	63.6	55.1