Table 5.
Performance of different detection models on grape dataset.
Methods | Data augmentation | SimAM | PAN+ | Focal loss | AP [%] | F1 [%] |
---|---|---|---|---|---|---|
A | × | × | × | × | 82.42 | 83 |
B | √ | × | × | × | 90.9 | 90 |
C | √ | √ | × | × | 91.93 | 90 |
D | √ | × | √ | × | 92.48 | 91 |
E | √ | √ | √ | × | 93.85 | 92 |
F | √ | √ | √ | √ | 94.25 | 93 |