Table 7 Comparison of detection results using different network models

From: Early recognition of tomato gray leaf spot disease based on MobileNetv2-YOLOv3 model

Test set Network models F1 score/ % Average precision/ %
Sufficient light without leaf shelter GIoU + MobileNetv2-YOLOv3 94.13 92.53
SSD 92.01 89.18
Faster-RCNN 92.45 89.42
Sufficient light with leaf shelter GIoU + MobileNetv2-YOLOv3 93.22 91.01
SSD 91.44 88.52
Faster-RCNN 92.12 92.13
Insufficient light without leaf shelter GIoU + MobileNetv2-YOLOv3 91.32 90.07
SSD 89.67 87.96
Faster-RCNN 90.01 88.33
Insufficient light with leaf shelter GIoU + MobileNetv2-YOLOv3 90.61 90.02
SSD 88.55 86.52
Faster-RCNN 89.77 87.61