视觉大模型 / VLM

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