Table 5 Comparison of key model metrics.

From: DGS-Yolov7-Tiny: a lightweight pest and disease target detection model suitable for edge computing environments

YOLOv7-Tiny

SiLU

SIOU

Global attention

DGSConv

Precision (%)

mAP@0.5 (%)

Parameters (M)

√

    

94.37

96.48

6.03

√

√

   

95.41

96.56

6.03

√

√

√

  

96.94

96.66

6.03

√

√

√

√

 

96.82

97.02

6.05

√

√

√

√

√

95.53

96.42

4.43

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