Table 4.
The results of different methods on AIR SARShip-1.0.
Methods | Recall | Precision | AP | F1 | Params | FPS |
---|---|---|---|---|---|---|
SSD | 76.73% | 82.2% | 86.11% | 0.79 | 23,612,246 | 7.71 |
CenterNet | 67.07% | 94.02% | 90% | 0.78 | 32,664,197 | 14.17 |
Yolo v7 | 68.64% | 84.06% | 81.61% | 0.76 | 37,194,710 | 14.65 |
Yolo v4-tiny | 61.77% | 77.7% | 72.98% | 0.69 | 5,874,116 | 47.85 |
Yolox-tiny | 86.15% | 83.83% | 89.96% | 0.85 | 5,032,866 | 29.94 |
LPDNet (proposed) | 88.64% | 84.88% | 92.19% | 0.87 | 5,150,158 | 26.76 |