Table 2.
The recognition results of the pig-posture behaviors of the test set.
| Model | AP (%) | mAP (%) | |||
|---|---|---|---|---|---|
| Standing | Sitting | Prone | Sidling | ||
| HE-Yolo | 99.25 | 98.41 | 94.43 | 97.63 | 97.43 |
| Yolo v3 | 97.86 | 96.08 | 88.75 | 93.59 | 91.82 |
| CA-Yolo | 98.49 | 96.32 | 88.82 | 94.07 | 93.55 |
| SA-Yolo | 98.96 | 96.68 | 91.01 | 95.43 | 95.52 |
| SSD | 97.55 | 94.39 | 86.32 | 92.86 | 92.78 |
| Faster R–CNN | 98.63 | 97.74 | 93.82 | 97.25 | 96.86 |