Table 2.
Base | Layer for Small Target |
SSFF | HPANet | mAP0.5 | mAP0.5:0.95 | FPS | Model Size/MB |
GFLOPs | Parameter/MB |
---|---|---|---|---|---|---|---|---|---|
√ | × | × | × | 33.5 | 19.3 | 187.8 | 6.0 | 8.1 | 3.01 |
√ | √ | × | × | 37.2 | 22.3 | 128.6 | 5.9 | 12.2 | 2.92 |
√ | × | √ | × | 34.4 | 20.1 | 153.9 | 6.1 | 8.5 | 3.05 |
√ | × | × | √ | 33.8 | 19.6 | 293.3 | 3.3 | 6.3 | 1.65 |
√ | √ | √ | × | 37.4 | 22.1 | 107.1 | 5.1 | 12 | 2.5 |
√ | √ | √ | √ | 38.3 | 22.6 | 125.3 | 4.1 | 13.6 | 1.97 |