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OMG-Agent: Toward Robust Missing Modality Generation With Decoupled Coarse-to-Fine Agentic Workflows by krisNiswander is a document available to read on EtoBox.

What is OMG-Agent: Toward Robust Missing Modality Generation With Decoupled Coarse-to-Fine Agentic Workflows about?

The document presents the Omni-Modality Generation Agent (OMG-Agent), a novel framework designed to enhance missing modality reconstruction in multimodal systems by decoupling high-level semantic planning from low-level detail synthesis. OMG-Agent operates through a three-stage workflow: a Semantic Planner for contextual reasoning, an Evidence Retriever for grounding semantics, and a Retrieval-Injected Executor for synthesizing high-fidelity outputs. Experimental results demonstrate that OMG-Agent outperfor

Author

krisNiswander

Language

EN