Syn-Omni: Structured Specialization and Progressive Collaboration for Omnimodal Embeddings
Omnimodal embeddings naturally involve both shared representations and modality-specific features across heterogeneous inputs. However, existing omnimodal embedding methods often rely on a single shared parameter space over mixed-modality data, limiting structural separation between universal and modality-specific repr...
Youngtaek Oh, Qi-Yu Wu, Hiromi Wakaki et al.
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