14 upvotes
Survey maps path to unified omnimodal embeddings
What is From Fragmentation to Fusion: A Survey and Roadmap for Omnimodal Embeddings?
The paper reviews how embedding models for text, images, audio and other data are built in isolation and proposes a single framework that can handle any modality. It also sketches a research roadmap toward truly omnimodal embeddings.
Who it is for
Researchers and product teams working on multi-modal AI can use it to spot gaps and steer future development.