✨CurveStream: Boosting Streaming Video Understanding in MLLMs via Curvature-Aware Hierarchical Visual Memory Management
📝 Summary:
CurveStream enhances streaming video understanding in MLLMs via a curvature-aware hierarchical memory framework. It dynamically routes frames based on semantic intensity to prevent Out-of-Memory errors and achieve over 10 percent performance gains.
🔹 Publication Date: Published on Mar 20
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2603.19571
• PDF: https://arxiv.org/pdf/2603.19571
• Github: https://github.com/streamingvideos/CurveStream
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For more data science resources:
✓ https://xn--r1a.website/DataScienceT
#MLLMs #StreamingVideo #VideoUnderstanding #MemoryManagement #AI
📝 Summary:
CurveStream enhances streaming video understanding in MLLMs via a curvature-aware hierarchical memory framework. It dynamically routes frames based on semantic intensity to prevent Out-of-Memory errors and achieve over 10 percent performance gains.
🔹 Publication Date: Published on Mar 20
🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2603.19571
• PDF: https://arxiv.org/pdf/2603.19571
• Github: https://github.com/streamingvideos/CurveStream
==================================
For more data science resources:
✓ https://xn--r1a.website/DataScienceT
#MLLMs #StreamingVideo #VideoUnderstanding #MemoryManagement #AI