视频大模型

Agentic Video Intelligence: A Flexible Framework for Advanced Video Exploration and Understanding

Hong Gao, Yiming Bao, Xuezhen Tu, Yutong Xu, Yue Jin, Yiyang Mu, Bin Zhong, Linan Yue, Min-Ling Zhang

机构 * SouthEast University（东南大学） ； ZTE Corporation（中兴通讯） 纠错

专题命中 视频理解 ：video understanding(abstract)；分类 cs.CV

Multi-view Phase-aware Pedestrian-Vehicle Incident Reasoning Framework with Vision-Language Models

Hao Zhen, Yunxiang Yang, Jidong J. Yang

机构 * College of Engineering University of Georgia（工程学院 乔治亚大学） 纠错

专题命中 视频理解 ：video understanding(abstract)；分类 cs.CV

Comments 23 pages, 4 figures, 3 tables

Video Compression Commander: Plug-and-Play Inference Acceleration for Video Large Language Models

Xuyang Liu, Yiyu Wang, Junpeng Ma, Linfeng Zhang

机构 * Shanghai Jiao Tong University（上海交通大学） ； Sichuan University（四川大学） ； Fudan University（复旦大学） 纠错

专题命中 视频理解 ：video understanding(abstract)；分类 cs.CV

Comments EMNLP 2025 main

Spatial Policy: Guiding Visuomotor Robotic Manipulation with Spatial-Aware Modeling and Reasoning

Yijun Liu, Yuwei Liu, Yuan Meng, Jieheng Zhang, Yuwei Zhou, Ye Li, Jiacheng Jiang, Kangye Ji, Shijia Ge, Zhi Wang, Wenwu Zhu

机构 * Tsinghua University（清华大学） ； Beijing University of Technology（北京理工大学） ； Guangzhou University（广州大学） 纠错

专题命中 视频生成 ：video generation(abstract)；分类 cs.CV

GAIS: Frame-Level Gated Audio-Visual Integration with Semantic Variance-Scaled Perturbation for Text-Video Retrieval

Bowen Yang, Yun Cao, Chen He, Xiaosu Su

机构 * School of Cyber Security, University of Chinese Academy of Sciences（中国科学院大学网络安全学院） 纠错

专题命中 视频生成 ：text-to-video(abstract)；分类 cs.CV

Comments 13 pages

Playmate2: Training-Free Multi-Character Audio-Driven Animation via Diffusion Transformer with Reward Feedback

Xingpei Ma, Shenneng Huang, Jiaran Cai, Yuansheng Guan, Shen Zheng, Hanfeng Zhao, Qiang Zhang, Shunsi Zhang

机构 * Project lead & Corresponding Author（项目负责人及通讯作者） 纠错

专题命中 视频扩散模型 ：video generation(abstract)；long video(abstract)；分类 cs.CV

Comments AAAI 2026

ARC-Chapter: Structuring Hour-Long Videos into Navigable Chapters and Hierarchical Summaries

Junfu Pu, Teng Wang, Yixiao Ge, Yuying Ge, Chen Li, Ying Shan

机构 * ARC Lab, Tencent PCG（腾讯PCG广告实验室） 纠错

专题命中 长视频与时序推理 ：long video(title,abstract)；分类 cs.CV

Comments Project Page: https://arcchapter.github.io/index_en.html

UVLM: Benchmarking Video Language Model for Underwater World Understanding

Xizhe Xue, Yang Zhou, Dawei Yan, Lijie Tao, Junjie Li, Ying Li, Haokui Zhang, Rong Xiao

专题命中 视频数据与评测 ：video language model(title,abstract)；分类 cs.CV

Comments 18 pages, 10 figures, 7 tables. Accepted to the Fortieth AAAI Conference on Artificial Intelligence (AAAI-26), 2026