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Comparison of recognition efficiency of the two algorithms
| Detection Method | TP | FP | TN | precision/% | recall/% |
|---|---|---|---|---|---|
| Faster R-CNN | 297 | 40 | 44 | 88.13 | 87.1 |
| Our | 313 | 18 | 28 | 94.56 | 91.78 |
Faster R-CNN Training Process
| Training stage | Network | Number of iterations |
|---|---|---|
| 1 | RPN | 40000 |
| 2 | Fast RCNN | 40000 |
| 3 | RPN | 80000 |
| 4 | Fast RCNN | 40000 |