Cover Image

StreamForest: Efficient Online Video Understanding with Persistent Event Memory

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zeng, Xiangyu, Qiu, Kefan, Zhang, Qingyu, Li, Xinhao, Wang, Jing, Li, Jiaxin, Yan, Ziang, Tian, Kun, Tian, Meng, Zhao, Xinhai, Wang, Yi, Wang, Limin
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Online Video Understanding: OVBench and VideoChat-Online
by: Huang, Zhenpeng, et al.
Published: (2024)

StreamOV: Streaming Omni-Video Understanding via Evidence-Guided Memory and Response Triggering
by: Xie, Ming, et al.
Published: (2026)

TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning
by: Zeng, Xiangyu, et al.
Published: (2024)

VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning
by: Li, Xinhao, et al.
Published: (2025)

VideoChat-R1.5: Visual Test-Time Scaling to Reinforce Multimodal Reasoning by Iterative Perception
by: Yan, Ziang, et al.
Published: (2025)

Video-o3: Native Interleaved Clue Seeking for Long Video Multi-Hop Reasoning
by: Zeng, Xiangyu, et al.
Published: (2026)

VideoEval: Comprehensive Benchmark Suite for Low-Cost Evaluation of Video Foundation Model
by: Li, Xinhao, et al.
Published: (2024)

VideoMamba: State Space Model for Efficient Video Understanding
by: Li, Kunchang, et al.
Published: (2024)

ZeroI2V: Zero-Cost Adaptation of Pre-trained Transformers from Image to Video
by: Li, Xinhao, et al.
Published: (2023)

FreeRet: MLLMs as Training-Free Retrievers
by: Zhu, Yuhan, et al.
Published: (2025)

FluxMem: Adaptive Hierarchical Memory for Streaming Video Understanding
by: Xie, Yiweng, et al.
Published: (2026)

Open-Event Procedure Planning in Instructional Videos
by: Wu, Yilu, et al.
Published: (2024)

Task Preference Optimization: Improving Multimodal Large Language Models with Vision Task Alignment
by: Yan, Ziang, et al.
Published: (2024)

VideoChat: Chat-Centric Video Understanding
by: Li, KunChang, et al.
Published: (2023)

InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling
by: Wang, Yi, et al.
Published: (2025)

Video-EM: Event-Centric Episodic Memory for Long-Form Video Understanding
by: Wang, Yun, et al.
Published: (2025)

Make Your Training Flexible: Towards Deployment-Efficient Video Models
by: Wang, Chenting, et al.
Published: (2025)

CaReBench: A Fine-Grained Benchmark for Video Captioning and Retrieval
by: Xu, Yifan, et al.
Published: (2024)

EventMemAgent: Hierarchical Event-Centric Memory for Online Video Understanding with Adaptive Tool Use
by: Wen, Siwei, et al.
Published: (2026)

InternVideo2: Scaling Foundation Models for Multimodal Video Understanding
by: Wang, Yi, et al.
Published: (2024)

VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling
by: Li, Xinhao, et al.
Published: (2024)

Memory Helps, but Confabulation Misleads: Understanding Streaming Events in Videos with MLLMs
by: Zhang, Gengyuan, et al.
Published: (2025)

StreamMeCo: Long-Term Agent Memory Compression for Efficient Streaming Video Understanding
by: Wang, Junxi, et al.
Published: (2026)

OASIS: On-Demand Hierarchical Event Memory for Streaming Video Reasoning
by: Liang, Zhijia, et al.
Published: (2026)

StreamEQA: Towards Streaming Video Understanding for Embodied Scenarios
by: Wang, Yifei, et al.
Published: (2025)

CurveStream: Boosting Streaming Video Understanding in MLLMs via Curvature-Aware Hierarchical Visual Memory Management
by: Wang, Chao, et al.
Published: (2026)

VideoLLaMB: Long Streaming Video Understanding with Recurrent Memory Bridges
by: Wang, Yuxuan, et al.
Published: (2024)

Semantic-Aware Adaptive Visual Memory for Streaming Video Understanding
by: Wu, Hang, et al.
Published: (2026)

EventSTR: A Benchmark Dataset and Baselines for Event Stream based Scene Text Recognition
by: Wang, Xiao, et al.
Published: (2025)

FreshMem: Brain-Inspired Frequency-Space Hybrid Memory for Streaming Video Understanding
by: Li, Kangcong, et al.
Published: (2026)

A Simple Baseline for Streaming Video Understanding
by: Shen, Yujiao, et al.
Published: (2026)

Motion Matters: Compact Gaussian Streaming for Free-Viewpoint Video Reconstruction
by: Chen, Jiacong, et al.
Published: (2025)

HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video Understanding
by: Zhang, Haowei, et al.
Published: (2026)

VideoTG-R1: Boosting Video Temporal Grounding via Curriculum Reinforcement Learning on Reflected Boundary Annotations
by: Dong, Lu, et al.
Published: (2025)

TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs
by: Zhang, Jun, et al.
Published: (2025)

RIVER: A Real-Time Interaction Benchmark for Video LLMs
by: Shi, Yansong, et al.
Published: (2026)

EventGPT: Event Stream Understanding with Multimodal Large Language Models
by: Liu, Shaoyu, et al.
Published: (2024)

GaussianDiffusion: 3D Gaussian Splatting for Denoising Diffusion Probabilistic Models with Structured Noise
by: Li, Xinhai, et al.
Published: (2023)

Sign Language Translation using Frame and Event Stream: Benchmark Dataset and Algorithms
by: Wang, Xiao, et al.
Published: (2025)

LongVPO: From Anchored Cues to Self-Reasoning for Long-Form Video Preference Optimization
by: Huang, Zhenpeng, et al.
Published: (2026)