The Sequence Knowledge #507: Beyond Language: RAG for Other Modalities
How RAG can be used in computer vision, audio and other modalities.
Today we will Discuss:
RAG for non-language modalities.
The ColPali research to enable RAF in vision languagemodels.
💡 AI Concept of the Day: Multimodal RAG
Throughout this series, we have been exploring some of the key methods for Retrieval-Augmented Generation (RAG). However, most of those techniques are only applicable to LLMs. How can RAG work with other modalities?
Multimodal Retrieval-Augmented Generation (RAG) represents a paradigm that extends the traditional text-based RAG framework to encompass diverse data modalities such as images, audio, and video. This advancement enables AI systems to perform cross-modal reasoning and generation, significantly enhancing their ability to understand and synthesize information from heterogeneous sources.