AIBullisharXiv – CS AI · 9h ago6/10
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Semantic-Aware Adaptive Visual Memory for Streaming Video Understanding
SAVEMem is a training-free framework that improves real-time video understanding by incorporating semantic awareness into memory management rather than relying solely on visual similarity. The system achieves significant performance gains on streaming video benchmarks while reducing GPU memory consumption by 48%, demonstrating practical advances in efficient AI model inference.