Table 4.
Comparison of detection model performances.
Model | Average Accuracy/% | Average Precision/% | Average Recall/% | F1/% | Detection time/s |
---|---|---|---|---|---|
DenseNet | 84.92 | 88.27 | 84.92 | 86.56 | 2.86 |
MobileNet | 87.30 | 89.75 | 87.30 | 88.51 | 1.81 |
ShuffleNet | 88.87 | 90.24 | 88.88 | 89.55 | 1.91 |
Inception | 92.80 | 92.81 | 92.81 | 92.81 | 2.55 |
Inception-ResNet | 88.10 | 90.26 | 88.10 | 89.17 | 2.59 |
Improved Inception-ResNet | 96.03 | 96.27 | 96.03 | 96.15 | 2.44 |