FreshMem: Brain-Inspired Frequency-Space Hybrid Memory for Streaming Video Understanding
FreshMem is a memory network for streaming video that combines two brain-inspired systems: one for long-term context and one for immediate details. It uses Frequency Memory to capture overall historical patterns and Space Thumbnail Memory to cluster episodic events. This hybrid approach improves video understanding by balancing short-term accuracy with long-term coherence.