Research Article

[Retracted] Visual Identification of Mobile App GUI Elements for Automated Robotic Testing

Table 3

Results of the detection on the datasets (IOU > 0.5).

DatasetModelAverage precision (%)mAP (%)FPS
ButtonCheckBoxEditTextImageButtonImageViewRadioButtonSeekBarSwitchTextView

Original datasetYOLOv365.7439.2346.7470.9561.0342.4580.3185.2568.5462.2526
Faster R-CNN67.9048.6356.4475.3865.7657.5782.2386.9572.6368.160.25
Refined datasetYOLOv374.0986.7186.6279.5464.2686.4383.2987.8772.9580.2026
Faster R-CNN74.5887.9686.6781.0376.6586.4984.1289.6673.7081.330.25