Table 3.
Results of the ablation experiment. √ indicates that the corresponding module is used; × indicates that the module is not used. Here, mAP@50 refers to the mean average precision for all severity levels of tomato early blight at an IoU threshold of 50%. mAP@50–95 represents the average precision across all severity levels, calculated over multiple IoU thresholds ranging from 50–95%
| Experiment | Adown | iAFF | UIoU | P% | R% | mAP50% | mAP50-95% | GFLOPs | Weight/MB |
|---|---|---|---|---|---|---|---|---|---|
| 1 | × | × | × | 88.3 | 86.7 | 91.9 | 90.8 | 6.3 | 5.5 |
| 2 | √ | × | × | 88.5 | 89.1 | 93.1 | 92.4 | 5.1 | 4.5 |
| 3 | × | √ | × | 81.9 | 85.8 | 88.2 | 87.3 | 6.5 | 5.7 |
| 4 | × | × | √ | 85.8 | 83 | 88.7 | 87.8 | 6.3 | 5.5 |
| 5 | √ | √ | × | 89.9 | 90.8 | 93.8 | 93.1 | 5.5 | 4.7 |
| 6 | √ | × | √ | 88.6 | 88.1 | 92.7 | 92.1 | 5.1 | 4.5 |
| 7 | × | √ | √ | 81.2 | 84 | 87.4 | 86.6 | 6.5 | 5.7 |
| 8 | √ | √ | √ | 91.4 | 89.8 | 94.1 | 93.4 | 5.4 | 4.7 |