视觉大模型 / VLM

ElectroVizQA: How well do Multi-modal LLMs perform in Electronics Visual Question Answering?

Pragati Shuddhodhan Meshram, Swetha Karthikeyan, Bhavya Bhavya, Suma Bhat

专题命中 视觉问答 ：visual question answering(title,abstract)；分类 cs.CV、cs.LG

BLaVe-CoT: Consistency-Aware Visual Question Answering for Blind and Low Vision Users

Wanyin Cheng, Zanxi Ruan

机构 * School of Cyber Science and Engineering, Qufu Normal University（网络科学与工程学院，曲阜师范大学） ； Department of Computer Science, University of Verona（计算机科学系，威尼斯大学） 纠错

专题命中 视觉问答 ：visual question answering(title,abstract)；分类 cs.CV

Enhancing Low-Altitude Airspace Security: MLLM-Enabled UAV Intent Recognition

Guangyu Lei, Tianhao Liang, Yuqi Ping, Xinglin Chen, Longyu Zhou, Junwei Wu, Xiyuan Zhang, Huahao Ding, Xingjian Zhang, Weijie Yuan, Tingting Zhang, Qinyu Zhang

机构 * School of Information Science and Technology, Harbin Institute of Technology (Shenzhen)（哈尔滨工业大学（深圳）信息科学与技术学院） ； Guangdong Provincial Key Laboratory of Space-Aerial Networking and Intelligent Sensing（广东省空间-航空网络与智能感知重点实验室） ； Information Systems Technology and Design, Singapore University of Technology and Design（新加坡科技设计大学信息系统技术与设计） ； School of System Design and Intelligent Manufacturing, Southern University of Science and Technology（南方科技大学系统设计与智能制造学院） 纠错

专题命中 视觉推理 ：MLLM(title,abstract)；multimodal large language model(abstract)；分类 cs.LG

Comments The paper has been submitted to IEEE Internet of Things Magazine

Teaching AI Stepwise Diagnostic Reasoning with Report-Guided Chain-of-Thought Learning

Yihong Luo, Wenwu He, Zhuo-Xu Cui, Dong Liang

机构 * Fujian University of Technology（福建工程学院） ； Fujian Provincial Key Laboratory of Big Data Mining and Applications（福建省大数据挖掘与应用重点实验室） ； Key Laboratory of Biomedical Imaging Science and System, Chinese Academy of Sciences（生物医学成像科学与系统重点实验室，中国科学院） 纠错

专题命中 视觉推理 ：vision-language model(abstract)；LLaVA(abstract)；grounding(abstract)；分类 cs.AI

REVEAL -- Reasoning and Evaluation of Visual Evidence through Aligned Language

Ipsita Praharaj, Yukta Butala, Badrikanath Praharaj, Yash Butala

机构 * Carnegie Mellon University（卡内基梅隆大学） ； VIT Bhopal（维捷商学院） 纠错

专题命中 视觉推理 ：vision-language model(abstract)；vision language model(abstract)；visual reasoning(abstract)；分类 cs.CV

Comments 4 pages, 6 figures, International Conference on Computer Vision, ICCV 2025

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 视觉推理 ：multimodal large language model(abstract)；分类 cs.CV

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

PictOBI-20k: Unveiling Large Multimodal Models in Visual Decipherment for Pictographic Oracle Bone Characters

Zijian Chen, Wenjie Hua, Jinhao Li, Lirong Deng, Fan Du, Tingzhu Chen, Guangtao Zhai

机构 * Shanghai Jiao Tong University（上海交通大学） ； Shanghai AI Lab（上海人工智能实验室） ； Wuhan University（武汉大学） ； East China Normal Unversity（华东师范大学） ； Macao Polytechnic University（澳门 polytechnic university） ； Southern University of Science and Technology（南方科技大学） 纠错

专题命中 视觉推理 ：visual reasoning(abstract)；分类 cs.CV

Comments 6 pages, 6 figures

Context-Aware Multi-Turn Visual-Textual Reasoning in LVLMs via Dynamic Memory and Adaptive Visual Guidance

Weijie Shen, Xinrui Wang, Yuanqi Nie, Apiradee Boonmee

机构 * Beihua University（白华大学） ； Kasem Bundit University（Kasem Bundit大学） 纠错

专题命中 视觉推理 ：visual reasoning(abstract)；分类 cs.CV

Planning with Reasoning using Vision Language World Model

Delong Chen, Theo Moutakanni, Willy Chung, Yejin Bang, Ziwei Ji, Allen Bolourchi, Pascale Fung

机构 * Meta FAIR 纠错

专题命中 视觉推理 ：VLM(abstract)；分类 cs.AI

FairReason: Balancing Reasoning and Social Bias in MLLMs

Zhenyu Pan, Yutong Zhang, Jianshu Zhang, Haoran Lu, Haozheng Luo, Yuwei Han, Philip S. Yu, Manling Li, Han Liu

机构 * Northwestern University（西北大学） ； University of Illinois at Chicago（伊利诺伊大学香槟分校） 纠错

专题命中 视觉推理 ：multimodal large language model(abstract)；分类 cs.AI

Comments Accepted to the Trustworthy FMs workshop in ICCV 2025

Diagram-Driven Course Questions Generation

Xinyu Zhang, Lingling Zhang, Yanrui Wu, Muye Huang, Wenjun Wu, Bo Li, Shaowei Wang, Basura Fernando, Jun Liu

机构 * School of Computer Science and Technology, Xi’an Jiaotong University（西安交通大学计算机科学与技术学院） ； Ministry of Education Key Laboratory of Intelligent Networks and Network Security（教育部智能网络与网络安全重点实验室） ； Shaanxi Province Key Laboratory of Big Data Knowledge Engineering（陕西省大数据知识工程重点实验室） ； IHPC, Agency for Science, Technology and Research（科技研究局IHPC） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院） 纠错

专题命中 视觉推理 ：vision-language model(abstract)；分类 cs.CV

Prototype-Aware Multimodal Alignment for Open-Vocabulary Visual Grounding

Jiangnan Xie, Xiaolong Zheng, Liang Zheng

机构 * College of Electronics and Information, Hangzhou Dianzi University（电子信息学院，杭州电子大学） 纠错

专题命中 视觉定位与Grounding ：grounding(title,abstract)；分类 cs.CV

O$^3$Afford: One-Shot 3D Object-to-Object Affordance Grounding for Generalizable Robotic Manipulation

Tongxuan Tian, Xuhui Kang, Yen-Ling Kuo

机构 * University of Virginia（弗吉尼亚大学） 纠错

专题命中 视觉定位与Grounding ：grounding(title,abstract)；分类 cs.CV

Comments Conference on Robot Learning (CoRL) 2025. Project website: https://o3afford.github.io/

MM-Spatial: Exploring 3D Spatial Understanding in Multimodal LLMs

Erik Daxberger, Nina Wenzel, David Griffiths, Haiming Gang, Justin Lazarow, Gefen Kohavi, Kai Kang, Marcin Eichner, Yinfei Yang, Afshin Dehghan, Peter Grasch

机构 * Apple（苹果公司） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；multimodal large language model(abstract)；MLLM(abstract)；分类 cs.CV、cs.LG

Comments ICCV 2025

Text4Seg++: Advancing Image Segmentation via Generative Language Modeling

Mengcheng Lan, Chaofeng Chen, Jiaxing Xu, Zongrui Li, Yiping Ke, Xudong Jiang, Yingchen Yu, Yunqing Zhao, Song Bai

机构 * College of Computing and Data Science, Nanyang Technological University（computing and Data Science学院，南洋理工大学） ； School of Electrical and Electronic Engineering, Nanyang Technological University（Electrical and Electronic Engineering学院，南洋理工大学） ； School of Artificial Intelligence, Wuhan University（Artificial Intelligence学院，武汉大学） ； ByteDance（字节跳动） 纠错

专题命中 视觉定位与Grounding ：multimodal large language model(abstract)；MLLM(abstract)；分类 cs.CV

Comments Extended version of our conference paper arXiv:2410.09855

CAREL: Instruction-guided reinforcement learning with cross-modal auxiliary objectives

Armin Saghafian, Amirmohammad Izadi, Negin Hashemi Dijujin, Mahdieh Soleymani Baghshah

机构 * Sharif University of Technology（谢里夫理工大学） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.AI、cs.LG

Comments Accepted to TMLR 2025

Unleashing Hierarchical Reasoning: An LLM-Driven Framework for Training-Free Referring Video Object Segmentation

Bingrui Zhao, Lin Yuanbo Wu, Xiangtian Fan, Deyin Liu, Lu Zhang, Ruyi He, Jialie Shen, Ximing Li

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.CV、cs.AI

Phantom-Insight: Adaptive Multi-cue Fusion for Video Camouflaged Object Detection with Multimodal LLM

Hua Zhang, Changjiang Luo, Ruoyu Chen

机构 * Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； 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 视觉定位与Grounding ：MLLM(abstract)；分类 cs.CV

E-THER: A Multimodal Dataset for Empathic AI -- Towards Emotional Mismatch Awareness

Sharjeel Tahir, Judith Johnson, Jumana Abu-Khalaf, Syed Afaq Ali Shah

机构 * Centre for AI and ML, Edith Cowan University（人工智能与机器学习中心，埃德温·科温大学） ； University of Manchester（曼彻斯特大学） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)

Comments 15 pages, 4 figures. Preprint

Deformation Driven Suction Cups: A Mechanics-Based Approach to Wearable Electronics

Seola Lee, Andrew Akerson, Roham Pardakhtim, Ehsan Hajiesmaili, Kevin Rhodes, Zidong Li, Andrew Stanley, Amirhossein Amini, Daniele Piazza, Chiara Daraio, Tianshu Liu

专题命中 视觉定位与Grounding ：grounding(abstract)

LinkAlign: Scalable Schema Linking for Real-World Large-Scale Multi-Database Text-to-SQL

Yihan Wang, Peiyu Liu, Xin Yang

机构 * China Academy of Information and Communications Technology（中国信息通信技术研究院） ； Renmin University of China（中国人民大学） ； University of International Business and Economics（国际经济贸易大学） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)

LatticeWorld: A Multimodal Large Language Model-Empowered Framework for Interactive Complex World Generation

Yinglin Duan, Zhengxia Zou, Tongwei Gu, Wei Jia, Zhan Zhao, Luyi Xu, Xinzhu Liu, Yenan Lin, Hao Jiang, Kang Chen, Shuang Qiu

机构 * NetEase, Inc.（网易公司） ； Beihang University（北京航空航天大学） ； Tsinghua University（清华大学） ； City University of Hong Kong（香港城市大学） ； Independent Researcher & Technical Artists（独立研究者及技术艺术家） 纠错

专题命中 文档图表理解 ：multimodal large language model(title)；分类 cs.CV、cs.AI、cs.LG

Embodied Hazard Mitigation using Vision-Language Models for Autonomous Mobile Robots

Oluwadamilola Sotomi, Devika Kodi, Kiruthiga Chandra Shekar, Aliasghar Arab

机构 * Department of Mechanical and Aerospace Engineering, Tandon School of Engineering, New York University（机械与航空航天工程系，坦顿工程学院，纽约大学） ； GenAuto.ai by General Autonomy Inc.（General Autonomy Inc. 的 GenAuto.ai） 纠错

专题命中 GUI与屏幕智能体 ：vision-language model(title,abstract)

Leveraging Vision-Language Large Models for Interpretable Video Action Recognition with Semantic Tokenization

Jingwei Peng, Zhixuan Qiu, Boyu Jin, Surasakdi Siripong

机构 * Tianjin Agricultural University（天津农业大学） ； Walailak University（Walailak大学） 纠错

专题命中 GUI与屏幕智能体 ：LLaVA(abstract)；分类 cs.CV

RT-VLM: Re-Thinking Vision Language Model with 4-Clues for Real-World Object Recognition Robustness

Junghyun Park, Tuan Anh Nguyen, Dugki Min

专题命中 幻觉与鲁棒性 ：vision language model(title,abstract)；VLM(title,abstract)；分类 cs.CV、cs.AI

VisBias: Measuring Explicit and Implicit Social Biases in Vision Language Models

Jen-tse Huang, Jiantong Qin, Jianping Zhang, Youliang Yuan, Wenxuan Wang, Jieyu Zhao

机构 * University of Southern California（南加州大学） ； University of Bristol（布里斯托大学） ； Centre National de la Recherche Scientifique（法国国家科学研究中心） ； University of California, Los Angeles（加州大学洛杉矶分校） 纠错

专题命中 幻觉与鲁棒性 ：vision language model(title)；vision-language model(abstract)；LLaVA(abstract)；分类 cs.CV

Comments Accepted to EMNLP 2025 (Main)

BadPromptFL: A Novel Backdoor Threat to Prompt-based Federated Learning in Multimodal Models

Maozhen Zhang, Mengnan Zhao, Wei Wang, Bo Wang

机构 * School of Information and Communication Engineering, Dalian University of Technology（信息与通信工程学院，大连理工大学） ； School of Computer Science and Technology, Anhui University（计算机科学与技术学院，安徽大学） ； New Laboratory of Pattern Recognition (NLPR) State Key Laboratory of Multimodal Artificial Intelligence Systems (MAIS) Institute of Automation, Chinese Academy of Sciences (CASIA)（模式识别新实验室（NLPR）多模态人工智能系统国家重点实验室（MAIS）自动化研究所，中国科学院（CASIA）） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.AI、cs.LG

Content Generation Models in Computational Pathology: A Comprehensive Survey on Methods, Applications, and Challenges

Yuan Zhang, Xinfeng Zhang, Xiaoming Qi, Xinyu Wu, Feng Chen, Guanyu Yang, Huazhu Fu

机构 * Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education, Nanjing, China（新型一代人工智能技术及其交叉应用重点实验室（东南大学），教育部，南京，中国） ； School of Biomedical Engineering, Tsinghua University（生物医学工程学院，清华大学） ； Department of Biomedical Engineering and Department of Electrical and Computer Engineering, National University of Singapore（生物医学工程系和电子与计算机工程系，新加坡国立大学） ； School of Information Science and Engineering, Southeast University（信息科学与工程学院，东南大学） ； Department of Biostatistics, Center for Global Health, School of Public Health, Nanjing Medical University（流行病学系，全球健康中心，公共卫生学院，南京医科大学） ； Institute of High-Performance Computing, Agency for Science, Technology and Research, Singapore（高性能计算研究所，科技研究局，新加坡） 纠错

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)；分类 cs.CV

Comments 20 pages, 8 figures

Evo-MARL: Co-Evolutionary Multi-Agent Reinforcement Learning for Internalized Safety

Zhenyu Pan, Yiting Zhang, Yutong Zhang, Jianshu Zhang, Haozheng Luo, Yuwei Han, Dennis Wu, Hong-Yu Chen, Philip S. Yu, Manling Li, Han Liu

机构 * Northwestern University（西北大学） ； University of Illinois at Chicago（伊利诺伊大学香槟分校） 纠错

专题命中 幻觉与鲁棒性 ：multimodal large language model(abstract)；分类 cs.AI

Comments accepted by the Trustworthy FMs workshop in ICCV 2025

Towards an Automated Framework to Audit Youth Safety on TikTok

Linda Xue, Francesco Corso, Nicolo' Fontana, Geng Liu, Stefano Ceri, Francesco Pierri

专题命中 幻觉与鲁棒性 ：vision-language model(abstract)

Comments 7 pages, 3 figures, submitted to EMNLP 2025 and ECAT Research Workshop 2025