Table 13.
The mAP comparison for different classes in DIOR (part 3).
| Method | mAP (%) | Stadium | Storage Tank | Tennis Court | Train Station | Vehicle | Windmill |
|---|---|---|---|---|---|---|---|
| YOLOv5-m [5] | 56.3 | 76.7 | 56.7 | 83.7 | 25.4 | 34.1 | 45.8 |
| YOLOv6-m [6] | 55.0 | 74.7 | 53.6 | 82.8 | 27.5 | 33.3 | 46.6 |
| YOLOv7 [2] | 58.8 | 77.8 | 57.7 | 84.6 | 33.2 | 36.0 | 47.7 |
| YOLOv8-m [5] | 65.8 | 84.6 | 60.9 | 87.0 | 41.0 | 40.5 | 54.3 |
| YOLOX-m [7] | 64.6 | 83.1 | 60.5 | 86.4 | 41.2 | 40.1 | 52.9 |
| HRMamba-YOLO (Ours) | 66.1 | 86.4 | 61.3 | 87.1 | 41.4 | 40.9 | 55.2 |