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).
| Dataset | Model | Average precision (%) | mAP (%) | FPS | Button | CheckBox | EditText | ImageButton | ImageView | RadioButton | SeekBar | Switch | TextView |
| Original dataset | YOLOv3 | 65.74 | 39.23 | 46.74 | 70.95 | 61.03 | 42.45 | 80.31 | 85.25 | 68.54 | 62.25 | 26 | Faster R-CNN | 67.90 | 48.63 | 56.44 | 75.38 | 65.76 | 57.57 | 82.23 | 86.95 | 72.63 | 68.16 | 0.25 | Refined dataset | YOLOv3 | 74.09 | 86.71 | 86.62 | 79.54 | 64.26 | 86.43 | 83.29 | 87.87 | 72.95 | 80.20 | 26 | Faster R-CNN | 74.58 | 87.96 | 86.67 | 81.03 | 76.65 | 86.49 | 84.12 | 89.66 | 73.70 | 81.33 | 0.25 |
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