视觉大模型 / VLM

SCRA-VQA: Summarized Caption-Rerank for Augmented Large Language Models in Visual Question Answering

Yan Zhang, Jiaqing Lin, Miao Zhang, Kui Xiao, Xiaoju Hou, Yue Zhao, Zhifei Li

机构 * School of Computer Science, Hubei University, Wuhan, China（湖北大学计算机学院） ； Hubei Key Laboratory of Big Data Intelligent Analysis and Application (Hubei University)（湖北大数据智能分析与应用重点实验室） ； Key Laboratory of Intelligent Sensing System and Security (Hubei University)（智能传感系统与安全重点实验室） ； Institute of Vocational Education, Guangdong Industry Polytechnic University（广东行业职业大学职业教育学院） ； Shandong Police College（山东警察学院） 纠错

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

Comments ACCEPTED as a FULL PAPER for the Research Track at International Conference on Database Systems for Advanced Applications 2025

Integrating Object Interaction Self-Attention and GAN-Based Debiasing for Visual Question Answering

Zhifei Li, Feng Qiu, Yiran Wang, Yujing Xia, Kui Xiao, Miao Zhang, Yan Zhang

机构 * School of Computer Science, Hubei University（湖北大学计算机学院） 纠错

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

Comments 14 pages, 6 figures. ACCEPTED for publication as a REGULAR paper in the IEEE Transactions on Multimedia 2025

OmniScene: Attention-Augmented Multimodal 4D Scene Understanding for Autonomous Driving

Pei Liu, Hongliang Lu, Haichao Liu, Haipeng Liu, Xin Liu, Ruoyu Yao, Shengbo Eben Li, Jun Ma

机构 * The Hong Kong University of Science and Technology（香港科技大学） ； Li Auto Inc. ； the School of Vehicle and Mobility, Tsinghua University（清华大学车辆与移动系统学院） 纠错

专题命中 视觉问答 ：vision-language model(abstract)；visual question answering(abstract)；分类 cs.CV

ArchGPT: Understanding the World's Architectures with Large Multimodal Models

Yuze Wang, Luo Yang, Junyi Wang, Yue Qi

机构 * State Key Laboratory of Virtual Reality Technology and Systems（虚拟现实技术与系统国家重点实验室） ； School of Computer Science and Engineering（计算机科学与工程学院） ； Beihang University（北京航空航天大学） ； School of Computer Science and Technology（计算机科学与技术学院） ； Shandong University（山东大学） 纠错

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

Provenance Analysis of Archaeological Artifacts via Multimodal RAG Systems

Tuo Zhang, Yuechun Sun, Ruiliang Liu

机构 * Museus ； University of Science and Technology of China（中国科学技术大学） ； British Museum（大英博物馆） 纠错

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

VideoChat-R1.5: Visual Test-Time Scaling to Reinforce Multimodal Reasoning by Iterative Perception

Ziang Yan, Xinhao Li, Yinan He, Zhengrong Yue, Xiangyu Zeng, Yali Wang, Yu Qiao, Limin Wang, Yi Wang

机构 * Zhejiang University（浙江大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； Nanjing University（南京大学） ； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究所） 纠错

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

Boosting Zero-Shot VLN via Abstract Obstacle Map-Based Waypoint Prediction with TopoGraph-and-VisitInfo-Aware Prompting

Boqi Li, Siyuan Li, Weiyi Wang, Anran Li, Zhong Cao, Henry X. Liu

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

MTRDrive: Memory-Tool Synergistic Reasoning for Robust Autonomous Driving in Corner Cases

Ziang Luo, Kangan Qian, Jiahua Wang, Yuechen Luo, Jinyu Miao, Zheng Fu, Yunlong Wang, Sicong Jiang, Zilin Huang, Yifei Hu, Yuhao Yang, Hao Ye, Mengmeng Yang, Xiaojian Dong, Kun Jiang, Diange Yang

机构 * School of Vehicle and Mobility, Tsinghua University（清华大学车辆与移动系统学院） ； Automotive and Robotics, Xiaomi Corporation（小鹏汽车与机器人部） ； McGill University（麦吉尔大学） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） 纠错

专题命中 视觉推理 ：vision-language model(abstract)；VLM(abstract)

Comments 8 pages

GeoRef: Referring Expressions in Geometry via Task Formulation, Synthetic Supervision, and Reinforced MLLM-based Solutions

Bing Liu, Wenqiang Yv, Xuzheng Yang, Shichang Wang, Junzhuo Liu, Peng Wang, Guoqing Wang, Yang Yang, Heng Tao Shen

机构 * University of Electronic Science and Technology of China（电子科技大学） ； Tongji University（同济大学） 纠错

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

Investigating Traffic Accident Detection Using Multimodal Large Language Models

Ilhan Skender, Kailin Tong, Selim Solmaz, Daniel Watzenig

机构 * Embedded Systems Group (Dept.-E)（嵌入式系统组） ； Virtual Vehicle Research GmbH（虚拟车辆研究公司） ； Control Systems Group (Dept.-E)（控制系统组） ； Institute of Visual Computing（视觉计算研究所） ； Graz University of Technology（格拉茨技术大学） 纠错

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

Comments Accepted for presentation at the 2025 IEEE International Automated Vehicle Validation Conference (IAVVC 2025). Final version to appear in IEEE Xplore

Beyond Quantity: Distribution-Aware Labeling for Visual Grounding

Yichi Zhang, Gongwei Chen, Jun Zhu, Jia Wan, Liqiang Nie

机构 * Harbin Institute of Technology, Shenzhen（哈尔滨工业大学（深圳）） 纠错

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

Comments 18pages, 8figures

Case Law Grounding: Using Precedents to Align Decision-Making for Humans and AI

Quan Ze Chen, Amy X. Zhang

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

Comments Accepted at ACM Collective Intelligence 2025

Efficiently Disentangling CLIP for Multi-Object Perception

Samyak Rawlekar, Yujun Cai, Yiwei Wang, Ming-Hsuan Yang, Narendra Ahuja

机构 * UIUC（伊利诺伊大学厄巴纳-香槟分校） ； University of Queensland（昆士兰大学） ； UC Merced（加州大学默塞德分校） ； Yonsei University（延世大学） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；VLM(abstract)；分类 cs.CV

NoHumansRequired: Autonomous High-Quality Image Editing Triplet Mining

Maksim Kuprashevich, Grigorii Alekseenko, Irina Tolstykh, Georgii Fedorov, Bulat Suleimanov, Vladimir Dokholyan, Aleksandr Gordeev

机构 * R&D Department, SALUTEDEV（SALUTEDEV 研发部） 纠错

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

InstructVTON: Optimal Auto-Masking and Natural-Language-Guided Interactive Style Control for Inpainting-Based Virtual Try-On

Julien Han, Shuwen Qiu, Qi Li, Xingzi Xu, Mehmet Saygin Seyfioglu, Kavosh Asadi, Karim Bouyarmane

机构 * Amazon（亚马逊公司） ； University of California, Los Angeles (UCLA)（加州大学洛杉矶分校） ； Duke University（杜克大学） 纠错

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

Comments Submitted to CVPR 2025 and Published at CVPR 2025 AI for Content Creation workshop

AHA -- Predicting What Matters Next: Online Highlight Detection Without Looking Ahead

Aiden Chang, Celso De Melo, Stephanie M. Lukin

机构 * University of Southern California（南加州大学） ； DEVCOM Army Research Laboratory（陆军研究实验室） 纠错

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV、cs.AI

Comments Accepted at NeurIPS 2025, 32 pages, 5 figures

Instance-aware Image Colorization with Controllable Textual Descriptions and Segmentation Masks

Yanru An, Ling Gui, Chunlei Cai, Tianxiao Ye, JIangchao Yao, Guangtao Zhai, Qiang Hu, Xiaoyun Zhang

机构 * Shanghai Jiao Tong University（上海交通大学） 纠错

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

Lightweight Modular Parameter-Efficient Tuning for Open-Vocabulary Object Detection

Bilal Faye, Hanane Azzag, Mustapha Lebbah

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

AI-driven formative assessment and adaptive learning in data-science education: Evaluating an LLM-powered virtual teaching assistant

Fadjimata I Anaroua, Qing Li, Yan Tang, Hong P. Liu

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

A Decision Theoretic Framework for Measuring AI Reliance

Ziyang Guo, Yifan Wu, Jason Hartline, Jessica Hullman

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

Baseer: A Vision-Language Model for Arabic Document-to-Markdown OCR

Khalil Hennara, Muhammad Hreden, Mohamed Motasim Hamed, Ahmad Bastati, Zeina Aldallal, Sara Chrouf, Safwan AlModhayan

专题命中 文档图表理解 ：vision-language model(title,abstract)；multimodal large language model(abstract)；MLLM(abstract)；分类 cs.CV

Unlocking Financial Insights: An advanced Multimodal Summarization with Multimodal Output Framework for Financial Advisory Videos

Sarmistha Das, R E Zera Marveen Lyngkhoi, Sriparna Saha, Alka Maurya

机构 * Indian Institute of Technology Patna（印度帕纳杰大学） ； CRISIL LTD（CRISIL公司） 纠错

专题命中 文档图表理解 ：vision-language model(abstract)；分类 cs.CV、cs.AI

On the Perception Bottleneck of VLMs for Chart Understanding

Junteng Liu, Weihao Zeng, Xiwen Zhang, Yijun Wang, Zifei Shan, Junxian He

机构 * The Hong Kong University of Science and Technology（香港理工大学） 纠错

专题命中 文档图表理解 ：vision-language model(abstract)；分类 cs.CV

Comments EMNLP 2025: Camera-ready version

Teaching RL Agents to Act Better: VLM as Action Advisor for Online Reinforcement Learning

Xiefeng Wu, Jing Zhao, Shu Zhang, Mingyu Hu

机构 * Wuhan University（武汉大学） 纠错

专题命中 GUI与屏幕智能体 ：VLM(title)；vision-language model(abstract)；分类 cs.AI、cs.LG

Human-like Navigation in a World Built for Humans

Bhargav Chandaka, Gloria X. Wang, Haozhe Chen, Henry Che, Albert J. Zhai, Shenlong Wang

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 GUI与屏幕智能体 ：vision-language model(abstract)；VLM(abstract)；分类 cs.CV、cs.AI

Comments CoRL 2025. Project website: https://reasonnav.github.io/

ImaginationPolicy: Towards Generalizable, Precise and Reliable End-to-End Policy for Robotic Manipulation

Dekun Lu, Wei Gao, Kui Jia

机构 * Dekun Lu ∗ , Wei Gao ∗ and Kui Jia ∗（作者） 纠错

专题命中 GUI与屏幕智能体 ：VLM(abstract)；分类 cs.AI、cs.LG

Comments First two authors contribute equally. Project page: https://sites.google.com/view/imaginationpolicy

Semantic Edge-Cloud Communication for Real-Time Urban Traffic Surveillance with ViT and LLMs over Mobile Networks

Murat Arda Onsu, Poonam Lohan, Burak Kantarci, Aisha Syed, Matthew Andrews, Sean Kennedy

专题命中 GUI与屏幕智能体 ：multimodal large language model(abstract)；分类 cs.AI

Comments 17 pages, 12 figures

AnywhereVLA: Language-Conditioned Exploration and Mobile Manipulation

Konstantin Gubernatorov, Artem Voronov, Roman Voronov, Sergei Pasynkov, Stepan Perminov, Ziang Guo, Dzmitry Tsetserukou

机构 * Intelligent Space Robotics Laboratory, Center for Digital Engineering, Skolkovo Institute of Science and Technology（智能空间机器人实验室，数字工程中心，斯克尔科夫科学与技术研究所） 纠错

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

MoCLIP-Lite: Efficient Video Recognition by Fusing CLIP with Motion Vectors

Binhua Huang, Ni Wang, Arjun Pakrashi, Soumyabrata Dev

机构 * The ADAPT SFI Research Centre（ADAPT SFI研究机构） ； School of Computer Science, University College Dublin（大学学院计算机科学系） ； Amazon Development Center Germany GmbH（亚马逊德国开发中心） ； Beijing-Dublin International College（北京-都柏林国际学院） 纠错

专题命中 GUI与屏幕智能体 ：vision-language model(abstract)；分类 cs.CV

Comments 6 pages, 3 figures

IDEATOR: Jailbreaking and Benchmarking Large Vision-Language Models Using Themselves

Ruofan Wang, Juncheng Li, Yixu Wang, Bo Wang, Xiaosen Wang, Yan Teng, Yingchun Wang, Xingjun Ma, Yu-Gang Jiang

机构 * Fudan University（复旦大学） ； Huawei Technologies Ltd.（华为技术有限公司） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

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