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Awesome-Streaming-Video-Understanding

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github2026-05-29 更新2026-06-04 收录
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https://github.com/Yang011013/Awesome-Streaming-Video-Understanding
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资源简介:
这是一个精选的资源列表,专注于流式/在线视频理解领域,收集了该领域的最新模型、数据集和基准。合集覆盖了流式视频理解的研究论文、基准测试和相关资源,旨在为研究人员和开发者提供全面的参考索引。

This is a curated resource list focused on the field of streaming/online video understanding, which collects state-of-the-art models, datasets and benchmarks in this domain. The collection covers research papers, benchmark tests and related resources for streaming video understanding, aiming to provide a comprehensive reference index for researchers and developers.
创建时间:
2025-09-25
原始信息汇总

流式/在线视频理解资源汇总

该页面汇总了流式/在线视频理解领域的研究论文、基准测试和资源。在线视频理解要求模型在视频帧实时到达时进行因果推理,即时刻 t 只能基于到 t 为止的帧做决策,无法回溯或预看未来帧。

模型列表

模型名称 发布日期 论文 代码 发表会议/期刊
StreamingVLM 10/2025 StreamingVLM: Real-Time Understanding for Infinite Video Streams GitHub arXiv
StreamForest 09/2025 StreamForest: Efficient Online Video Understanding with Persistent Event Memory GitHub NeurIPS 2025
StreamMem 08/2025 StreamMem: Query-Agnostic KV Cache Memory for Streaming Video Understanding Project Page arXiv
StreamAgent 08/2025 StreamAgent: Towards Anticipatory Agents for Streaming Video Understanding arXiv
CogStream 06/2025 CogStream: Context-guided Streaming Video Question Answering GitHub arXiv
IPS 06/2025 Proactive Assistant Dialogue Generation from Streaming Egocentric Videos GitHub arXiv
Flash-VStream 06/2025 Flash-VStream: Efficient Real-Time Understanding for Long Video Streams GitHub ICCV 2025
LiveVLM 05/2025 LiveVLM: Efficient Online Video Understanding via Streaming-Oriented KV Cache and Retrieval arXiv
Streamformer 04/2025 Learning Streaming Video Representation via Multitask Training Project Page ICCV 2025
LiveCC 04/2025 LiveCC: Learning Video LLM with Streaming Speech Transcription at Scale Project Page CVPR 2025
ViSpeak 03/2025 ViSpeak: Visual Instruction Feedback in Streaming Videos GitHub ICCV 2025
LION-FS 03/2025 LION-FS: Fast-Slow Video Language Thinker as Online Video Assistant GitHub CVPR 2025
STREAMMIND 03/2025 STREAMMIND: Unlocking Full Frame Rate Streaming Video Dialogue through Event-Gated Cognition GitHub ICCV 2025
STREAMCHAT 01/2025 Streaming Video Understanding and Multi-round Interaction with Memory-enhanced Knowledge GitHub ICLR 2025
DisPider 01/2025 DisPider: Enabling Video LLMs with Active Real-Time Interaction via Disentangled Perception, Decision, and Reaction GitHub CVPR 2025
StreamChat 12/2024 StreamChat: Chatting with Streaming Video Project Page CVPR 2024
MMDuet 11/2024 VideoLLM Knows When to Speak: Enhancing Time-Sensitive Video Comprehension with Video-Text Duet Interaction GitHub arXiv
VideoLLaMB 09/2024 VideoLLaMB: Long Streaming Video Understanding with Recurrent Memory Bridges GitHub ICCV 2025
VideoLLM-MoD 08/2024 VideoLLM-MoD: Efficient Video-Language Streaming with Mixture-of-Depths Vision Computation arXiv
VideoLLM-online 06/2024 VideoLLM-online: Online Video Large Language Model for Streaming Video GitHub CVPR 2024
未命名 05/2024 Streaming Long Video Understanding NeurIPS 2024

数据集与基准

许可协议

该资源库采用 CC-BY-SA-4.0 许可协议。

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