MEMO: Multi-Level Entity-Aware Memory for Streaming Video Understanding

arXiv:2609.38900 · cs.CV · Submitted 2026-09-30 · Read on arXiv

cs.CV

Submitted: 2026-09-30

Updated: 2026-09-30

Terminology

• Accuracy — 11× in this paper · explained in 1 episode
• Ablation — 9× in this paper · explained in 1 episode
• Benchmark — 6× in this paper · explained in 2 episodes
• Grounding — 6× in this paper · explained in 3 episodes
• Consistency — 5× in this paper · explained in 3 episodes
• KV cache — 4× in this paper · explained in 3 episodes
• Adam — 3× in this paper · explained in 2 episodes
• Core — 3× in this paper · explained in 2 episodes
• Cosine Similarity — 3× in this paper · explained in 3 episodes
• Ablation Studies — 2× in this paper · explained in 1 episode
• Benchmarking — 2× in this paper · explained in 3 episodes
• CVF International Conference on Computer Vision — 2× in this paper
• Foundation Model — 2× in this paper · explained in 3 episodes
• Instruction Tuning — 2× in this paper · explained in 2 episodes
• Semantic Similarity — 2× in this paper · explained in 2 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Adaptive Strategy — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• Computational overhead — 1× in this paper · explained in 2 episodes
• Decoupling — 1× in this paper · explained in 2 episodes
• Exponential Moving Average (EMA) — 1× in this paper · explained in 2 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Multimodal Fusion — 1× in this paper · explained in 3 episodes
• Online Adaptation — 1× in this paper · explained in 3 episodes
• Redundancy — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Temporal consistency — 1× in this paper · explained in 2 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Visual Grounding — 1× in this paper · explained in 2 episodes

Sources

• LLaVA-OneVision-1.5: Fully Open Framework for Democratized Multimodal Training
• Qwen3-VL Technical Report
• Qwen2.5-VL Technical Report
• Streaming Video Question-Answering with In-context Video KV-Cache Retrieval
• ObjectStream: Latent Objects as Memory Anchors for Streaming Video Understanding
• GPT-4o System Card
• LLaVA-OneVision: Easy Visual Task Transfer
• Bridging the 2D-3D Gap: A Hierarchical Semantic-Geometric Map for Vision Language Navigation
• StreamingBench: Assessing the Gap for MLLMs to Achieve Streaming Video Understanding
• StreamChat: Chatting with Streaming Video
• LiveVLM: Efficient Online Video Understanding via Streaming-Oriented KV Cache and Retrieval
• DINOv2: Learning Robust Visual Features without Supervision
• SAM 2: Segment Anything in Images and Videos
• A Survey of Token Compression for Efficient Multimodal Large Language Models
• LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding
• Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
• FluxMem: Adaptive Hierarchical Memory for Streaming Video Understanding
• Streaming Video Understanding and Multi-round Interaction with Memory-enhanced Knowledge
• StreamingVLM: Real-Time Understanding for Infinite Video Streams
• StreamMem: Query-Agnostic KV Cache Memory for Streaming Video Understanding

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