Table 3.
Test results of different models.
Traning | Model | mAP@.5% | AP/% | F1% | Model Size/MB | ||
---|---|---|---|---|---|---|---|
Bud | Flower | Gray Mold | |||||
Initial training |
YOLOv4-Tiny | 91.33 | 90.10 | 94.75 | 89.16 | 82.67 | 22.79 |
YOLOv4-CF(I) | 92.94 | 91.33 | 94.56 | 92.94 | 84.67 | 23.31 | |
YOLOv4-CF(II) | 93.91 | 91.76 | 95.32 | 94.65 | 86.33 | 23.44 | |
YOLOv4-CF | 94.42 | 92.17 | 95.67 | 95.42 | 86.33 | 23.44 | |
Transfer training | YOLOv4-Tiny | 93.61 | 92.17 | 95.28 | 93.39 | 86.00 | 22.79 |
YOLOv4-CF(I) | 93.61 | 92.20 | 95.22 | 93.42 | 86.67 | 23.31 | |
YOLOv4-CF(II) | 94.36 | 92.05 | 95.57 | 95.46 | 88.00 | 23.44 | |
YOLOv4-CF | 95.03 | 92.89 | 96.22 | 95.97 | 89.00 | 23.44 |