How the hugging face embeddings size is too low?

i am running following notebook

In this notebook i found that embeddings for 25k image size is just 50 MB, embedding name is unsplash-25k-photos-embeddings.pkl. How do they reduce the size of embeddings? It should be large than that for 25k high quality images right?