视频大模型

When Thinking Drifts: Evidential Grounding for Robust Video Reasoning

Mi Luo, Zihui Xue, Alex Dimakis, Kristen Grauman

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； UC Berkeley（伯克利大学） ； Bespoke Labs（Bespoke实验室） 纠错

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

Comments Accepted by NeurIPS 2025, Project page: https://vision.cs.utexas.edu/projects/video-ver/

Flow4Agent: Long-form Video Understanding via Motion Prior from Optical Flow

Ruyang Liu, Shangkun Sun, Haoran Tang, Ge Li, Wei Gao

机构 * School of Electronic and Computer Engineering, Shenzhen Graduate School, 2 Peng Cheng LaboratoryPeking University（1 电子与计算机工程学院，深圳研究生院，2 深圳鹏城实验室，北京大学） 纠错

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

Comments Accepted to ICCV' 2025

LV-MAE: Learning Long Video Representations through Masked-Embedding Autoencoders

Ilan Naiman, Emanuel Ben-Baruch, Oron Anschel, Alon Shoshan, Igor Kviatkovsky, Manoj Aggarwal, Gerard Medioni

机构 * Amazon（亚马逊） 纠错

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

Comments Accepted to the International Conference on Computer Vision, ICCV 2025

Leveraging Foundation Models for Multimodal Graph-Based Action Recognition

Fatemeh Ziaeetabar, Florentin Wörgötter

机构 * School of Mathematics, Statistics and Computer Science, College of Science, University of Tehran（数学、统计与计算机科学学院，科学学院，塔里斯坦大学） 纠错

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

Drive&Gen: Co-Evaluating End-to-End Driving and Video Generation Models

Jiahao Wang, Zhenpei Yang, Yijing Bai, Yingwei Li, Yuliang Zou, Bo Sun, Abhijit Kundu, Jose Lezama, Luna Yue Huang, Zehao Zhu, Jyh-Jing Hwang, Dragomir Anguelov, Mingxing Tan, Chiyu Max Jiang

机构 * Johns Hopkins University（约翰霍普金斯大学） ； Waymo ； Google DeepMind（谷歌DeepMind） 纠错

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

Comments Accepted by IROS 2025

When and How to Cut Classical Concerts? A Multimodal Automated Video Editing Approach

Daniel Gonzálbez-Biosca, Josep Cabacas-Maso, Carles Ventura, Ismael Benito-Altamirano

机构 * eHealth Center, Faculty of Computer Science, Multimedia and Telecommunications, Universitat Oberta de Catalunya（eHealth中心，计算机科学、多媒体与电信学院，开放大学） 纠错

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

Inference-Time Text-to-Video Alignment with Diffusion Latent Beam Search

Yuta Oshima, Masahiro Suzuki, Yutaka Matsuo, Hiroki Furuta

机构 * The University of Tokyo（东京大学） ； Google DeepMind（谷歌DeepMind） 纠错

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

Comments Accepted to NeurIPS2025. Website: https://sites.google.com/view/t2v-dlbs and Code: https://github.com/shim0114/T2V-Diffusion-Search

Think Before You Diffuse: Infusing Physical Rules into Video Diffusion

Ke Zhang, Cihan Xiao, Jiacong Xu, Yiqun Mei, Vishal M. Patel

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

Comments 19 pages, 8 figures

VideoMiner: Iteratively Grounding Key Frames of Hour-Long Videos via Tree-based Group Relative Policy Optimization

Xinye Cao, Hongcan Guo, Jiawen Qian, Guoshun Nan, Chao Wang, Yuqi Pan, Tianhao Hou, Xiaojuan Wang, Yutong Gao

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） ； Minzu University of China（民族大学） 纠错

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

Comments Accepted by ICCV 2025

LightCache: Memory-Efficient, Training-Free Acceleration for Video Generation

Yang Xiao, Gen Li, Kaiyuan Deng, Yushu Wu, Zheng Zhan, Yanzhi Wang, Xiaolong Ma, Bo Hui

机构 * University of Tulsa（塔尔萨大学） ； Clemson University（克莱姆斯大学） ； The University of Arizona（亚利桑那大学） ； Northeastern University（东北大学） ； Microsoft Research（微软研究院） 纠错

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