In smart factories, AI models are deployed on edge devices and they usually encounter environment changes or new objects. Our invention aims to leverage the high accuracy of original large models and low resource and energy consumptions of small compressed models. We have successfully deployed our invention in two leading Chinese companies in the field of fabric and ceramic tiles, Zhijing Technology and Mona Lisa, achieving labor substitution rates of 67% to 70%. Our future work is to apply lar