视频大模型

CAViAR: Critic-Augmented Video Agentic Reasoning

Sachit Menon, Ahmet Iscen, Arsha Nagrani, Tobias Weyand, Carl Vondrick, Cordelia Schmid

机构 * Google DeepMind（谷歌DeepMind） ； Columbia University（哥伦比亚大学） 纠错

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

Seeing More, Saying More: Lightweight Language Experts are Dynamic Video Token Compressors

Xiangchen Wang, Jinrui Zhang, Teng Wang, Haigang Zhang, Feng Zheng

机构 * Southern University of Science and Technology（南方科技大学） ； The University of Hong Kong（香港大学） ； Shenzhen Polytechnic University（深圳职业技术大学） 纠错

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

Comments 17 pages, 8 figures, EMNLP2025

Large Language Models for Crash Detection in Video: A Survey of Methods, Datasets, and Challenges

Sanjeda Akter, Ibne Farabi Shihab, Anuj Sharma

机构 * Department of Computer Science, Iowa State University（计算机科学系，爱荷华州立大学） ； Department of Civil, Construction and Environmental Engineering, Iowa State University（土木、建设与环境工程系，爱荷华州立大学） 纠错

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

Attention of a Kiss: Exploring Attention Maps in Video Diffusion for XAIxArts

Adam Cole, Mick Grierson

机构 * University of the Arts London（伦敦艺术大学） 纠错

专题命中 视频扩散模型 ：video diffusion(title,abstract)；video generation(abstract)；text-to-video(abstract)；分类 cs.MM

Comments 3rd international workshop on eXplainable AI for the Arts (XAIxArts) at the ACM Creativity and Cognition Conference June 2025

LINR Bridge: Vector Graphic Animation via Neural Implicits and Video Diffusion Priors

Wenshuo Gao, Xicheng Lan, Luyao Zhang, Shuai Yang

机构 * Wangxuan Institute of Computer Technology, State Key Laboratory of Multimedia Information Processing, \ University, Beijing, China ； Wangxuan Institute of Computer Technology, State Key Laboratory of Multimedia Information Processing, Peking University, Beijing, China 纠错

专题命中 视频扩散模型 ：video diffusion(title,abstract)；text-to-video(abstract)；分类 cs.CV

Comments 5 pages, ICIPW 2025, Website: https://gaowenshuo.github.io/LINR-bridge/

ANYPORTAL: Zero-Shot Consistent Video Background Replacement

Wenshuo Gao, Xicheng Lan, Shuai Yang

机构 * Wangxuan Institute of Computer Technology, State Key Laboratory of Multimedia Information Processing, Peking University, Beijing, China（王轩计算机技术研究所，多媒体信息处理国家重点实验室，北京大学，北京） 纠错

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

Comments 8 pages, ICCV 2025, Website: https://gaowenshuo.github.io/AnyPortal/

InteractPro: A Unified Framework for Motion-Aware Image Composition

Weijing Tao, Xiaofeng Yang, Miaomiao Cui, Guosheng Lin

机构 * College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学） ； DAMO Academy, Alibaba Group（阿里达摩院） 纠错

专题命中 动作与事件理解 ：video diffusion(abstract)；分类 cs.CV