In the transmission differential bolt adhesive application process, defects such as missing adhesive or adhesive discontinuities may occur. Traditional threshold-based vision sensors have limited detection capabilities, particularly exhibiting high missed detection rates for adhesive discontinuities. Additionally, the cumbersome parameter adjustment process affects production efficiency and poses quality risks.