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. 2021 Feb 26;2021:6682710. doi: 10.1155/2021/6682710

Table 2.

AP for each electronic component category of four algorithms.

Category AP (average precision) of algorithm
Faster R-CNN (%) SSD (512) (%) YOLOv3 (Darknet-53) (%) ERFAM-YOLOv3 (Darknet-11) (%)
Resistor 28.07 15.89 23.89 91.29
Capacitor 14.75 16.08 39.87 93.91
Text 14.90 16.72 51.74 95.15
Unknown 22.84 43.06 72.62 97.41
Emi 17.63 36.36 93.84 100.00
Ferrite 23.81 37.24 60.89 97.39
Pads 21.09 16.92 48.79 89.06
Led 13.51 17.18 68.95 99.36
Zener 21.80 75.00 100.00 78.79
Component 16.99 17.02 47.05 72.97
Transistor 25.21 18.00 93.49 99.94
Diode 26.62 27.11 78.76 100.00
Jumper 23.26 27.27 80.55 99.73
Inductor 23.54 27.27 77.76 90.33
Fuse 25.73 27.27 100.00 100.00
Electrolytic 25.19 27.05 63.01 89.25
Transformer 28.24 97.73 100.00 100.00
Potentiometer 23.45 9.09 55.88 70.59
Pins 19.14 54.55 99.00 98.90
Clock 16.76 45.45 84.31 96.08
Battery 29.85 54.55 100.00 100.00
Button 27.43 90.43 99.08 100.00
Ic 20.02 54.55 95.12 97.52
Switch 24.73 81.82 100.00 100.00
Test 55.02 17.21 74.54 98.88
Connector port 31.00 54.52 95.73 99.43
Buzzer 34.69 100.00 100.00 100.00
Heatsink 32.35 100.00 100.00 100.00
Display 26.64 100.00 100.00 100.00