Table 1 Model performance evaluation with Raw dataset under 416 × 416 pixels’ resolution.
Methods | Activation | FDL | Precision (%) | Recall (%) | F1 (%) | AP (%) |
|---|---|---|---|---|---|---|
YOLOv3 | Leaky | × 3 | 97.4 | 96.2 | 96.8 | 97.8 |
YOLOv4 | Mish + SPP | × 3 | 97.4 | 100.0 | 98.7 | 99.5 |
YOLO-Tomato-A | Leaky | × 3 | 96.1 | 99.3 | 97.7 | 98.2 |
YOLO-Tomato-B | Mish | × 1 | 96.2 | 99.4 | 97.8 | 99.3 |
YOLO-Tomato-C | Mish + SPP | × 2 | 97.0 | 99.3 | 98.1 | 99.5 |
