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 |