Table 10 Experimental results of Plan B.

From: Research on water meter reading recognition based on deep learning

Models

mAP (%)

Accuracy

Recognition speed (ms/piece)

Model size (MB)

Faster R-CNN

75.46

81.53

395.1

109.4

SSD

78.61

80.42

60.42

98.58

YOLOv3

82.02

90.61

69.84

232.5

  1. The bold values are meant to represent the best results obtained under the corresponding metric.