| 组件 | 是否使用 | ||||
| YOLOv3 | √ | √ | √ | √ | √ |
| SKNet |
| √ |
|
|
|
| ECSKNet |
|
| √ |
| √ |
| 深度可分离卷积 |
|
|
| √ | √ |
| 精度 | 72.31 | 78.29 | 80.85 | 69.04 | 84.56 |
| 召回率 | 70.10 | 76.64 | 77.09 | 70.82 | 80.37 |
| 平均每帧耗时(ms) | 64.38 | 65.22 | 64.93 | 57.79 | 59.43 |