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. 2025 Aug 25;21:118. doi: 10.1186/s13007-025-01435-z

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