Table 4 Comparison of detection results using different backbone networks

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

Network models Backbone networks F1 score/ % Average precision/ % Weight size Detection speed
YOLOv2 DarkNet-19 85.67 82.28 195 MB 70
YOLOv3 DarkNet-53 91.77 88.52 236 MB 62
YOLOv3-Tiny Tiny 78.67 77.21 34 MB 220
YOLOv3 MobileNetv1 88.37 86.49 23 MB 270
YOLOv3 MobileNetv2 92.72 90.29 28 MB 246