Table 5 Experimental results of three models at the new test site (Wuchang). (T-FT and T-FI denote that the true labels of rapeseed materials are freezing-tolerant and freezing-injured, respectively. P-FT and P-FI denote that the predicted labels of rapeseed materials are freezing-tolerant and freezing-injured, respectively)
From: Automatic freezing-tolerant rapeseed material recognition using UAV images and deep learning
Models | Â | T-FT | T-FI | Accuracy (%) | Recall (%) | Precision (%) | F-score (%) |
|---|---|---|---|---|---|---|---|
ResNet50 | P-FT | 63 | 17 | 85.71 | 88.73 | 78.75 | 83.44 |
P-FI | 8 | 87 | |||||
SIFT+ANN | P-FT | 63 | 17 | 46.29 | 45.00 | 78.75 | 57.27 |
P-FI | 77 | 18 | |||||
SIFT+SVM | P-FT | 37 | 43 | 55.43 | 46.25 | 51.39 | 48.68 |
P-FI | 35 | 60 |