Table 2. Effectiveness of different algorithms on RSOD dataset.
| Model | Airplane | Oil tank | Playground | Overpass | mAP (%) |
|---|---|---|---|---|---|
| SSD | 87.3 | 92.5 | 85.3 | 80.4 | 86.4 |
| YOLOV4 | 90.1 | 93.6 | 88.4 | 84.3 | 89.1 |
| FasterR-CNN | 92.3 | 95.7 | 89 | 83.6 | 90.2 |
| YOLOv5s | 94.2 | 96.4 | 93.7 | 83.3 | 91.9 |
| YOLOV7 | 96.9 | 99.6 | 99.4 | 89.2 | 96.1 |
| Ours | 96.2 | 99.7 | 99.1 | 85.7 | 95.4 |