What is Multimodal RAG? Unlocking LLMs with Vector Databases

Multimodal RAG extends traditional retrieval augmented generation to handle not just text, but images, videos, and audio. Three approaches exist: converting everything to text (simplest but loses visual context), hybrid retrieval (text-based search with multimodal LLM reasoning), and full multimodal RAG (shared vector space for Show more