DeiT (Data-efficient Image Transformers) and ViT (Vision Transformers) are both based on the transformer architecture for image classification tasks. The main difference between them is that DeiT focuses on improving data efficiency, meaning it can achieve high accuracy with fewer data requirements. ViT, on the other hand, is a more general approach to applying transformers to computer vision tasks without specifically targeting data efficiency.