视频大模型

MESH -- Understanding Videos Like Human: Measuring Hallucinations in Large Video Models

Garry Yang, Zizhe Chen, Man Hon Wong, Haoyu Lei, Yongqiang Chen, Zhenguo Li, Kaiwen Zhou, James Cheng

机构 * The Chinese University of Hong Kong（香港中文大学） ； Huawei Noah's Ark Lab（华为诺亚实验室） 纠错

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

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

Kwai Keye-VL 1.5 Technical Report

Biao Yang, Bin Wen, Boyang Ding, Changyi Liu, Chenglong Chu, Chengru Song, Chongling Rao, Chuan Yi, Da Li, Dunju Zang, Fan Yang, Guorui Zhou, Guowang Zhang, Han Shen, Hao Peng, Haojie Ding, Hao Wang, Haonan Fan, Hengrui Ju, Jiaming Huang, Jiangxia Cao, Jiankang Chen, Jingyun Hua, Kaibing Chen, Kaiyu Jiang, Kaiyu Tang, Kun Gai, Muhao Wei, Qiang Wang, Ruitao Wang, Sen Na, Shengnan Zhang, Siyang Mao, Sui Huang, Tianke Zhang, Tingting Gao, Wei Chen, Wei Yuan, Xiangyu Wu, Xiao Hu, Xingyu Lu, Yi-Fan Zhang, Yiping Yang, Yulong Chen, Zeyi Lu, Zhenhua Wu, Zhixin Ling, Zhuoran Yang, Ziming Li, Di Xu, Haixuan Gao, Hang Li, Jing Wang, Lejian Ren, Qigen Hu, Qianqian Wang, Shiyao Wang, Xinchen Luo, Yan Li, Yuhang Hu, Zixing Zhang

机构 * Keye Team, Kuaishou Group（快手集团Keye团队） 纠错

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

Comments Github page: https://github.com/Kwai-Keye/Keye

OmniDPO: A Preference Optimization Framework to Address Omni-Modal Hallucination

Junzhe Chen, Tianshu Zhang, Shiyu Huang, Yuwei Niu, Chao Sun, Rongzhou Zhang, Guanyu Zhou, Lijie Wen, Xuming Hu

机构 * Tsinghua University（清华大学） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； OpenRL ； Chongqing University（重庆大学） 纠错

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

VoCap: Video Object Captioning and Segmentation from Any Prompt

Jasper Uijlings, Xingyi Zhou, Xiuye Gu, Arsha Nagrani, Anurag Arnab, Alireza Fathi, David Ross, Cordelia Schmid

机构 * Google DeepMind（谷歌DeepMind） 纠错

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

MMG-Vid: Maximizing Marginal Gains at Segment-level and Token-level for Efficient Video LLMs

Junpeng Ma, Qizhe Zhang, Ming Lu, Zhibin Wang, Qiang Zhou, Jun Song, Shanghang Zhang

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

Comments 10 pages, 3 figures

SpecVLM: Enhancing Speculative Decoding of Video LLMs via Verifier-Guided Token Pruning

Yicheng Ji, Jun Zhang, Heming Xia, Jinpeng Chen, Lidan Shou, Gang Chen, Huan Li

机构 * The State Key Laboratory of Blockchain and Data Security（区块链与数据安全国家重点实验室） ； Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security（杭州高新技术区（滨江）区块链与数据安全研究院） ； Department of Computing, The Hong Kong Polytechnic University（香港理工大学计算机系） ； School of Computer Science, Beijing University of Posts and Telecommunications（北京邮电大学计算机学院） 纠错

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

Comments Accepted at EMNLP 2025 Main

OwlCap: Harmonizing Motion-Detail for Video Captioning via HMD-270K and Caption Set Equivalence Reward

Chunlin Zhong, Qiuxia Hou, Zhangjun Zhou, Shuang Hao, Haonan Lu, Yanhao Zhang, He Tang, Xiang Bai

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

Comments 9 pages, 6figures

SoccerNet 2025 Challenges Results

Silvio Giancola, Anthony Cioppa, Marc Gutiérrez-Pérez, Jan Held, Carlos Hinojosa, Victor Joos, Arnaud Leduc, Floriane Magera, Karen Sanchez, Vladimir Somers, Artur Xarles, Antonio Agudo, Alexandre Alahi, Olivier Barnich, Albert Clapés, Christophe De Vleeschouwer, Sergio Escalera, Bernard Ghanem, Thomas B. Moeslund, Marc Van Droogenbroeck, Tomoki Abe, Saad Alotaibi, Faisal Altawijri, Steven Araujo, Xiang Bai, Xiaoyang Bi, Jiawang Cao, Vanyi Chao, Kamil Czarnogórski, Fabian Deuser, Mingyang Du, Tianrui Feng, Patrick Frenzel, Mirco Fuchs, Jorge García, Konrad Habel, Takaya Hashiguchi, Sadao Hirose, Xinting Hu, Yewon Hwang, Ririko Inoue, Riku Itsuji, Kazuto Iwai, Hongwei Ji, Yangguang Ji, Licheng Jiao, Yuto Kageyama, Yuta Kamikawa, Yuuki Kanasugi, Hyungjung Kim, Jinwook Kim, Takuya Kurihara, Bozheng Li, Lingling Li, Xian Li, Youxing Lian, Dingkang Liang, Hongkai Lin, Jiadong Lin, Jian Liu, Liang Liu, Shuaikun Liu, Zhaohong Liu, Yi Lu, Federico Méndez, Huadong Ma, Wenping Ma, Jacek Maksymiuk, Henry Mantilla, Ismail Mathkour, Daniel Matthes, Ayaha Motomochi, Amrulloh Robbani Muhammad, Haruto Nakayama, Joohyung Oh, Yin May Oo, Marcelo Ortega, Norbert Oswald, Rintaro Otsubo, Fabian Perez, Mengshi Qi, Cristian Rey, Abel Reyes-Angulo, Oliver Rose, Hoover Rueda-Chacón, Hideo Saito, Jose Sarmiento, Kanta Sawafuji, Atom Scott, Xi Shen, Pragyan Shrestha, Jae-Young Sim, Long Sun, Yuyang Sun, Tomohiro Suzuki, Licheng Tang, Masato Tonouchi, Ikuma Uchida, Henry O. Velesaca, Tiancheng Wang, Rio Watanabe, Jay Wu, Yongliang Wu, Shunzo Yamagishi, Di Yang, Xu Yang, Yuxin Yang, Hao Ye, Xinyu Ye, Calvin Yeung, Xuanlong Yu, Chao Zhang, Dingyuan Zhang, Kexing Zhang, Zhe Zhao, Xin Zhou, Wenbo Zhu, Julian Ziegler

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

Why Relational Graphs Will Save the Next Generation of Vision Foundation Models?

Fatemeh Ziaeetabar

机构 * Department of Computer Science, School of Mathematics, Statistics and Computer Science, College of Science, University of Tehran, Tehran, Iran（塔里斯坦大学科学学院计算机科学系） 纠错

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

Language-Guided Temporal Token Pruning for Efficient VideoLLM Processing

Yogesh Kumar

机构 * Indian Institute of Technology Jodhpur（印度理工学院朱道普尔） 纠错

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

Grounded-VideoLLM: Sharpening Fine-grained Temporal Grounding in Video Large Language Models

Haibo Wang, Zhiyang Xu, Yu Cheng, Shizhe Diao, Yufan Zhou, Yixin Cao, Qifan Wang, Weifeng Ge, Lifu Huang

机构 * University of California, Davis（加州大学戴维斯分校） ； Virginia Tech（弗吉尼亚理工大学） ； The Chinese University of Hong Kong（香港中文大学） ； NVIDIA ； Adobe Research（Adobe研究） ； Fudan University（复旦大学） ； Meta AI 纠错

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

Comments Accepted by EMNLP 2025 Findings

ExpStar: Towards Automatic Commentary Generation for Multi-discipline Scientific Experiments

Jiali Chen, Yujie Jia, Zihan Wu, Jinyu Yang, Jianpeng Chen, Xusen Hei, Jiayuan Xie, Yi Cai, Qing Li

机构 * South China University of Technology（南方科技大学） ； The Hong Kong Polytechnic University（香港理工大学） ； Key Laboratory of Big Data and Intelligent Robot Ministry of Education（教育部大数据与智能机器人重点实验室） 纠错

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

Comments Accepted by ACM MM 2025

Trokens: Semantic-Aware Relational Trajectory Tokens for Few-Shot Action Recognition

Pulkit Kumar, Shuaiyi Huang, Matthew Walmer, Sai Saketh Rambhatla, Abhinav Shrivastava

机构 * University of Maryland, College Park（马里兰大学学院公园分校） 纠错

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

Comments Accepted at ICCV 2025; First two authors contributed equally

ARC-Hunyuan-Video-7B: Structured Video Comprehension of Real-World Shorts

Yuying Ge, Yixiao Ge, Chen Li, Teng Wang, Junfu Pu, Yizhuo Li, Lu Qiu, Jin Ma, Lisheng Duan, Xinyu Zuo, Jinwen Luo, Weibo Gu, Zexuan Li, Xiaojing Zhang, Yangyu Tao, Han Hu, Di Wang, Ying Shan

机构 * ARC Lab, Tencent PCG（腾讯PCG ARC实验室） ； Search Application Department, Tencent CSIG（腾讯CSIG搜索应用部门） ； Tencent Hunyuan（腾讯文生视频） ； Big Data Platform Department, Tencent PCG（腾讯PCG大数据平台部门） 纠错

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

Comments Project Page: https://tencentarc.github.io/posts/arc-video-announcement/

PerceptionLM: Open-Access Data and Models for Detailed Visual Understanding

Jang Hyun Cho, Andrea Madotto, Effrosyni Mavroudi, Triantafyllos Afouras, Tushar Nagarajan, Muhammad Maaz, Yale Song, Tengyu Ma, Shuming Hu, Suyog Jain, Miguel Martin, Huiyu Wang, Hanoona Rasheed, Peize Sun, Po-Yao Huang, Daniel Bolya, Nikhila Ravi, Shashank Jain, Tammy Stark, Shane Moon, Babak Damavandi, Vivian Lee, Andrew Westbury, Salman Khan, Philipp Krähenbühl, Piotr Dollár, Lorenzo Torresani, Kristen Grauman, Christoph Feichtenhofer

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

Comments Technical Report

Toward Scalable Video Narration: A Training-free Approach Using Multimodal Large Language Models

Tz-Ying Wu, Tahani Trigui, Sharath Nittur Sridhar, Anand Bodas, Subarna Tripathi

机构 * Intel（英特尔） 纠错

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

Comments Accepted to CVAM Workshop at ICCV 2025

Q-Frame: Query-aware Frame Selection and Multi-Resolution Adaptation for Video-LLMs

Shaojie Zhang, Jiahui Yang, Jianqin Yin, Zhenbo Luo, Jian Luan

机构 * MiLM Plus, Xiaomi Inc.（小米公司） 纠错

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

Comments Accepted at ICCV 2025

Learning Streaming Video Representation via Multitask Training

Yibin Yan, Jilan Xu, Shangzhe Di, Yikun Liu, Yudi Shi, Qirui Chen, Zeqian Li, Yifei Huang, Weidi Xie

机构 * School of Artificial Intelligence, Shanghai Jiao Tong University（上海交通大学人工智能学院） ； Shanghai Innovation Institute（上海创新研究院） ； Fudan University（复旦大学） ； Shanghai AI Laboratory（上海人工智能实验室） 纠错

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

Comments Technical Report. Project Page: https://go2heart.github.io/streamformer

Calisthenics Skills Temporal Video Segmentation

Antonio Finocchiaro, Giovanni Maria Farinella, Antonino Furnari

机构 * Department of Mathematics and Computer Science - University of Catania（数学与计算机科学系 - 卡塔尼亚大学） 纠错

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

Comments 9 pages, 6 figures, In Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 2

Bridging the Skeleton-Text Modality Gap: Diffusion-Powered Modality Alignment for Zero-shot Skeleton-based Action Recognition

Jeonghyeok Do, Munchurl Kim

机构 * Korea Advanced Institute of Science and Technology（韩国科学技术院） 纠错

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

Comments ICCV 2025 (camera-ready version). Please visit our project page at https://kaist-viclab.github.io/TDSM_site/

DisCo: Towards Distinct and Coherent Visual Encapsulation in Video MLLMs

Jiahe Zhao, Rongkun Zheng, Yi Wang, Helin Wang, Hengshuang Zhao

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； The University of Hong Kong（香港大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Shanghai Innovation Institute（上海创新研究院） ； Fudan University（复旦大学） 纠错

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

Comments ICCV 2025

Beyond Appearance: Geometric Cues for Robust Video Instance Segmentation

Quanzhu Niu, Yikang Zhou, Shihao Chen, Tao Zhang, Shunping Ji

机构 * Wuhan University（武汉大学） 纠错

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

Comments Accepted by ICCV 2025 Workshop LSVOS

GLIMPSE: Do Large Vision-Language Models Truly Think With Videos or Just Glimpse at Them?

Yiyang Zhou, Linjie Li, Shi Qiu, Zhengyuan Yang, Yuyang Zhao, Siwei Han, Yangfan He, Kangqi Li, Haonian Ji, Zihao Zhao, Haibo Tong, Lijuan Wang, Huaxiu Yao

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

Comments 15 pages, 10 figures

InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling

Yi Wang, Xinhao Li, Ziang Yan, Yinan He, Jiashuo Yu, Xiangyu Zeng, Chenting Wang, Changlian Ma, Haian Huang, Jianfei Gao, Min Dou, Kai Chen, Wenhai Wang, Yu Qiao, Yali Wang, Limin Wang

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； Nanjing University（南京大学） ； Shanghai Innovation Institute（上海创新研究院） ； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究院，中国科学院） 纠错

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

Comments technical report

Multi-Granular Spatio-Temporal Token Merging for Training-Free Acceleration of Video LLMs

Jeongseok Hyun, Sukjun Hwang, Su Ho Han, Taeoh Kim, Inwoong Lee, Dongyoon Wee, Joon-Young Lee, Seon Joo Kim, Minho Shim

机构 * Yonsei University（延世大学） ； Carnegie Mellon University（卡内基梅隆大学） ； NAVER Cloud（NAVER云） ； Adobe Research（Adobe研究） 纠错

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

Comments Accepted at ICCV2025; Project page: https://www.jshyun.me/projects/sttm

Tempo-R0: A Video-MLLM for Temporal Video Grounding through Efficient Temporal Sensing Reinforcement Learning

Feng Yue, Zhaoxing Zhang, Junming Jiao, Zhengyu Liang, Shiwen Cao, Feifei Zhang, Rong Shen

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

COEF-VQ: Cost-Efficient Video Quality Understanding through a Cascaded Multimodal LLM Framework

Xin Dong, Sen Jia, Ming Rui Wang, Yan Li, Zhenheng Yang, Bingfeng Deng, Hongyu Xiong

机构 * ByteDance Inc.（字节跳动公司） 纠错

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

Embedding-based Retrieval in Multimodal Content Moderation

Hanzhong Liang, Jinghao Shi, Xiang Shen, Zixuan Wang, Vera Wen, Ardalan Mehrani, Zhiqian Chen, Yifan Wu, Zhixin Zhang

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

Comments Camera ready for SIGIR 2025

CAVALRY-V: A Large-Scale Generator Framework for Adversarial Attacks on Video MLLMs

Jiaming Zhang, Rui Hu, Qing Guo, Wei Yang Bryan Lim

机构 * Nanyang Technological University（南洋理工大学） ； Beijing Jiaotong University（北京交通大学） ； A*STAR Project Page（A*STAR项目页面） 纠错

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