TABLE 2.
Comparison of the characteristics of different algorithms.
| Algorithms | Network structure | Backbone network | Feature extraction capability |
| The proposed method | One-stage | MobileNetv2 | Multiscale feature extraction |
| Tiny-YOLOv3 | One-stage | 7-layer conv + Max | The ability of deep feature extraction is poor. |
| MobileNetv2-YOLOv3 | One-stage | MobileNetv2 | The ability of deep feature extraction is poor. |
| MobileNetv2-SSD | One-stage | MobileNetv2 | The ability of deep feature extraction is poor. |
| Faster R-CNN | Two-stage | ResNet | The accuracy outperforms some of the one-stage detectors, but the speed is low. |