多模态大模型

TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation Models

Ziyao Shangguan, Chuhan Li, Yuxuan Ding, Yanan Zheng, Yilun Zhao, Tesca Fitzgerald, Arman Cohan

专题命中 视频多模态 ：multimodal(title,abstract)；multimodal foundation model(title,abstract)；分类 cs.CV、cs.CL、cs.AI

UniAPO: Unified Multimodal Automated Prompt Optimization

Qipeng Zhu, Yanzhe Chen, Huasong Zhong, Yan Li, Jie Chen, Zhixin Zhang, Junping Zhang, Zhenheng Yang

专题命中 视频多模态 ：multimodal(title,abstract)；分类 cs.CV

Comments 23 pages, 5 figures

TemCoCo: Temporally Consistent Multi-modal Video Fusion with Visual-Semantic Collaboration

Meiqi Gong, Hao Zhang, Xunpeng Yi, Linfeng Tang, Jiayi Ma

机构 * Electronic Information School, Wuhan University, Wuhan 430072, China（武汉大学电子信息学院） 纠错

专题命中 视频多模态 ：multi-modal(title,abstract)；分类 cs.CV

Comments Accepted by ICCV 2025

EGOILLUSION: Benchmarking Hallucinations in Egocentric Video Understanding

Ashish Seth, Utkarsh Tyagi, Ramaneswaran Selvakumar, Nishit Anand, Sonal Kumar, Sreyan Ghosh, Ramani Duraiswami, Chirag Agarwal, Dinesh Manocha

机构 * University of Maryland, College Park（马里兰大学学院公园分校） ； University of Virginia（弗吉尼亚大学） 纠错

专题命中 视频多模态 ：multimodal(abstract)；MLLM(abstract)；分类 cs.CV、cs.AI

See What You Need: Query-Aware Visual Intelligence through Reasoning-Perception Loops

Zixuan Dong, Baoyun Peng, Yufei Wang, Lin Liu, Xinxin Dong, Yunlong Cao, Xiaodong Wang

机构 * College of Computer, National University of Defense Technology（计算机学院，国防科技大学） 纠错

专题命中 视频多模态 ：cross-modal(abstract)；分类 cs.CV、cs.AI

Comments 14 pages, 6 figures

Beyond Play and Pause: Turning GPT-4o Spatial Weakness into a Strength for In-Depth Interactive Video Learning

Sajad Goudarzi, Samaneh Zamanifard

机构 * Clemson University（克莱姆森大学） 纠错

专题命中 视频多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Boosting Temporal Sentence Grounding via Causal Inference

Kefan Tang, Lihuo He, Jisheng Dang, Xinbo Gao

机构 * School of Electronic Engineering, Xidian University Xi'an China ； School of Information Science \& Engineering, Lanzhou University Lanzhou China ； Xidian University ； Lanzhou University 纠错

专题命中 视频多模态 ：multi-modal(abstract)；分类 cs.CV、cs.MM

Comments Accepted by ACM MM 2025

Multi-Level LVLM Guidance for Untrimmed Video Action Recognition

Liyang Peng, Sihan Zhu, Yunjie Guo

机构 * Kunming University of Science and Technology（昆明理工大学） 纠错

专题命中 视频多模态 ：cross-modal(abstract)；分类 cs.CV

Beyond Label Semantics: Language-Guided Action Anatomy for Few-shot Action Recognition

Zefeng Qian, Xincheng Yao, Yifei Huang, Chongyang Zhang, Jiangyong Ying, Hong Sun

机构 * School of Information Science and Electronic Engineering, Shanghai Jiao Tong University（上海交通大学信息科学与电子工程学院） ； MoE Key Lab of Artificial Intelligence, AI Institute, Shanghai Jiao Tong University（上海交通大学人工智能教育部重点实验室） ； The University of Tokyo（东京大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； E-surfing Vision Technology Co., Ltd（亿欧视觉科技有限公司） 纠错

专题命中 视频多模态 ：multimodal(abstract)；分类 cs.CV

Comments Accepted by ICCV2025

VLASCD: A Visual Language Action Model for Simultaneous Chatting and Decision Making

Zuojin Tang, Bin Hu, Chenyang Zhao, De Ma, Gang Pan, Bin Liu

机构 * College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； Home Robotics Lab, E-surfing Digital Life Technology Co., Ltd., China Telecom（E-surfing数字生活技术有限公司） ； Zhejiang Lab（浙江实验室） ； Trinity College Dublin（都柏林大学） 纠错

专题命中 视频多模态 ：multimodal(abstract)；分类 cs.AI

Comments Accepted by EMNLP 2025 (Main Conference)

LatentFlow: Cross-Frequency Experimental Flow Reconstruction from Sparse Pressure via Latent Mapping

Junle Liu, Chang Liu, Yanyu Ke, Qiuxiang Huang, Jiachen Zhao, Wenliang Chen, K. T. Tse, Gang Hu

专题命中 视频多模态 ：cross-modal(abstract)；分类 cs.AI

Comments The paper is submitted to IAAI26. Total 9 pages with 8 figures