Certainly, but it depends on your goal. Models like CLIP (https://openai.com/research/clip) are designed to help describe images with an embedding, but are trained to give similar embeddings for similar image _content_, not for similar _pixels_.

Simple image hashes based on small thumbnails can do similar image detection quite well (see sibling comments for links to several different approaches).