Table 3.
Comparison of accuracy and IOU loss between original and improved networks.
| Dataset | Origin model | Improved model | ||
|---|---|---|---|---|
| AP50 (%) | IOU loss | AP50 (%) | IOU loss | |
| P1 | 78.58 | 2.25 | 80.70 (+2.12) | 1.18 |
| P2 | 85.49 | 2.25 | 88.03 (+2.54) | 1.24 |
| P3 | 75.93 | 2.31 | 77.79 (+1.86) | 1.33 |
| D1 | 85.70 | 2.29 | 87.59 (+1.89) | 1.42 |
| D2 | 81.83 | 2.33 | 84.94 (+3.11) | 1.59 |
| D3 | 73.51 | 2.68 | 76.23 (+2.72) | 1.26 |
| H1 | 85.78 | 2.23 | 87.93 (+2.15) | 1.28 |
| H2 | 72.16 | 2.36 | 74.35 (+2.19) | 1.27 |
| H3 | 62.65 | 2.48 | 63.43 (+0.78) | 1.33 |