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Comparison results of different network models for deer posture detection.
| Methods | Precision (%) | Recall (%) | mAP50 (%) | mAP50-95 (%) | Para (M) | GFLOPs |
|---|---|---|---|---|---|---|
| YOLOv5n | 85.2 | 79.4 | 85.2 | 52.9 | 17.64 | 4.1 |
| YOLOv7-tiny | 64.3 | 66.5 | 66.7 | 33 | 60.22 | 13.2 |
| YOLOv8n | 85.6 | 81.6 | 86.5 | 65 | 30.06 | 8.1 |
| YOLOv8s | 89.9 | 83 | 89.5 | 67.4 | 111.27 | 28.4 |
| YOLOv9 | 88.4 | 85.9 | 86.4 | 67.9 | 96.01 | 38.7 |
| YOLOv10 | 85.9 | 79.8 | 87.4 | 63 | 26.95 | 8.2 |
| GFI-YOLOv8n (Ours) | 91.6 | 82.4 | 91.1 | 68.3 | 51.74 | 20.3 |
