Zongshuai Zhang

Think in Cloud, Look at Edges: Semantic-Driven Query Decomposition for Efficient Video Reasoning

Long video understanding faces a critical dilemma: cloud-based Large Multimodal Models (LMMs) offer superior reasoning but suffer from prohibitive bandwidth costs and latency, while edge-based solutions sacrifice perception accuracy for speed. Current collaborative approaches attempt to bridge this …