The zero-shot classification algorithm has been widely concerned in recent years. in which the labeling of samples of a new category is unnecessary and the cost of annotations can be reduced in applications. This paper presents a zero-shot method for image classification based on word vectors enhancement and distance metric learning. Specifically. https://megavitamines.shop/product-category/brain-and-liver/