To deal with the issue of human face recognition on small original dataset. a new approach combining convolutional neural network (CNN) with augmented dataset is developed in this paper. The original small dataset is augmented to be a large dataset via several transformations of the face images. Based on the augmented face image dataset. https://unitedssports.shop/product-category/clothing-mens-tops-jackets/