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. 2026 Sep 10;17:1880899. doi: 10.3389/fpls.2026.1880899

Table 13.

Test results for YOLO11n, YOLO11s, and YOLO11m at 200 epochs.

Model Class Precision Recall mAP50 mAP50-95 GFLOPs Parameters (M)
YOLO11n Green fruit 0.9529 ± 0.0225 0.9310 ± 0.0285 0.9278 ± 0.0108 0.8362 ± 0.0230 6.6 2.59
Ripe fruit 0.9855 ± 0.0083 0.9554 ± 0.0106 0.9700 ± 0.0099 0.9595 ± 0.0085
YOLO11s Green fruit 0.9703 ± 0.0222 0.9493 ± 0.0204 0.9397 ± 0.0106 0.8458 ± 0.0212 21.7 9.43
Ripe fruit 0.9888 ± 0.0052 0.9709 ± 0.0049 0.9834 ± 0.0035 0.9716 ± 0.0059
YOLO11m Green fruit 0.9814 ± 0.0135 0.9730 ± 0.0148 0.9574 ± 0.0147 0.8905 ± 0.0162 68.5 20.05
Ripe fruit 0.9949 ± 0.0044 0.9929 ± 0.0041 0.9912 ± 0.0040 0.9776 ± 0.0018