In the process of zero-shot image classification. problems such as high acquisition cost for samples of known categories and domain drift were addressed. A zero-shot image classification model based on maximum mean difference was proposed to improve the variational auto-encoder. First. https://www.roneverhart.com/Nef-Rune/