Lightweight Field Insect Recognition and Classification Model Based on Improved Deep Learning under Complex Background

Table 4

Effectiveness test results of different algorithms.

Models	mAP	Speeds	Number of parameters	Algorithm size
YOLOv3	70.25	51	60	241
YOLOv3-TINY	53.63	31	9	33
Faster R-CNN	69.10	336	130	540
Our method	74.15	50	9	31