Table 2 The detection results of rice insect pests by 4 insect pest detection algorithms
From: Crop insect pest detection based on dilated multi-scale attention U-Net
Results | Method | |||||
|---|---|---|---|---|---|---|
U-Net | MSR-RCNN | MDM | DCU-Net | ResU-Net | DMSAU-Net | |
Accuracy (%) | 84.2 | 90.8 | 87.9 | 90.7 | 88.5 | 94.1 |
IoU (%) | 81.4 | 89.7 | 84.6 | 89.2 | 86.3 | 91.2 |
Training time (h) | 15.6 | 10.5 | 11.4 | 9.5 | 8.3 | 7.7 |
Test time (ms) | 51 | 47 | 37 | 45 | 38 | 31 |