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Model performance evaluation with 0.25 dataset under 416 × 416 pixels’ resolution.
| Methods | Activation | FDL | Precision (%) | Recall (%) | F1 (%) | AP (%) |
|---|---|---|---|---|---|---|
| YOLOv3 | Leaky | × 3 | 96.3 | 95.9 | 96.1 | 97.1 |
| YOLOv4 | Mish + SPP | × 3 | 98.0 | 100.0 | 99.0 | 99.0 |
| YOLO-Tomato-A | Leaky | × 3 | 96.1 | 98.5 | 97.3 | 98.3 |
| YOLO-Tomato-B | Mish | × 1 | 95.6 | 98.9 | 97.2 | 99.2 |
| YOLO-Tomato-C | Mish + SPP | × 2 | 96.4 | 99.5 | 97.9 | 99.4 |
