Table 5.
The results of different methods on HRSID.
Method | Recall | Precision | AP | F1 |
---|---|---|---|---|
Faster R-CNN | 77.5% | 88.8% | 78.2% | 0.83 |
Cascade R-CNN | 79.3% | 89.9% | 79.2% | 0.84 |
SSD | 85.3% | 87.4% | 88.8% | 0.86 |
CenterNet | 87.4% | 81.8% | 86.3% | 0.85 |
RetinaNet | 83.8% | 69.8% | 82.5% | 0.76 |
FCOS | 79.5% | 91.9% | 86.6% | 0.85 |
Yolox-tiny | 82.33% | 94.02% | 91.08% | 0.88 |
LPDNet (proposed) | 85.99% | 93% | 93.09% | 0.89 |