Lightweight Automatic Identification and Location Detection Model of Farmland Pests

Table 4

Average recognition accuracy, detection speed, and model size of different models for insects.

Models	mAP(%)	Speed (s)	Parameters (million)	Size (MB)
Yolov3	89.71	1.90	61.66	235.21
ShuffleNet-yolo	75.71	0.42	9.60	36.60
MobileNetv1-yolo	84.66	0.60	12.40	47.31
MobileNetv2-yolo; MobileNetv3-yolo	81.65; 81.93	0.63; 0.54	10.51; 11.13	40.09; 43.63
GhostNet-yolo	82.49	0.53	11.14	42.49
EfficientNet-yolo	88.16	0.69	15.12	59.23
Our model	93.73	0.72	15.66	59.78