|
| 迭代次数 | 学习率 | 优化器 | mAP |
| 改进Faster R-CNN | 75 | 5e−3 | SGD | 77.02% |
| 改进Faster R-CNN | 75 | 5e−3 | Adagrad | 64.23% |
| 改进Faster R-CNN | 50 | 5e−3 | SGD | 75.42% |
| 改进Faster R-CNN | 75 | 1e−3 | SGD | 50.87% |
| 改进Faster R-CNN | 75 | 1e−2 | SGD | 71.07% |
| Faster R-CNN | 75 | 5e−3 | SGD | 71.20% |
| Faster R-CNN | 75 | 1e−2 | SGD | 69.71% |
| Faster R-CNN | 75 | 1e−3 | SGD | 46.44% |
| Faster R-CNN | 50 | 5e−3 | SGD | 74.46% |
| SGD | 75 | 5e−4 | Adam | 61.91% |
| YOLOv3 | 75 | 1e−3 | Adam | 63.00% |
| YOLOv4 | 100 | 1e−3 | Adam | 64.69% |