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Comparison of different attention mechanisms.
| Methods | Precision (%) | Recall (%) | mAP50 (%) | mAP50-95 (%) | Para (M) | GFLOPs |
|---|---|---|---|---|---|---|
| YOLOv8n | 85.6 | 81.6 | 85.6 | 65 | 30.06 | 8.1 |
| EMA | 90.5 | 80.4 | 89.2 | 66.8 | 30.06 | 8.1 |
| iRMB | 90.3 | 85.2 | 90.1 | 67 | 33.56 | 8.3 |
| SE | 88.7 | 83.4 | 86.4 | 67.8 | 31.45 | 8.3 |
| EMCA | 91.3 | 85.4 | 84.6 | 68.8 | 30.51 | 8.4 |
