视觉大模型 / VLM

TacticGen: Grounding Adaptable and Scalable Generation of Football Tactics

TacticGen: 基于适应性和可扩展性的足球战术生成

Sheng Xu, Guiliang Liu, Tarak Kharrat, Yudong Luo, Mohamed Aloulou, Javier López Peña, Konstantin Sofeikov, Adam Reid, Paul Roberts, Steven Spencer, Joe Carnall, Ian McHale, Oliver Schulte, Hongyuan Zha, Wei-Shi Zheng

机构 * School of Data Science, The Chinese University of Hong Kong, Shenzhen（数据科学学院，香港中文大学（深圳）） ； Real Analytics, London（Real Analytics，伦敦） ； Birmingham City Football Club, Birmingham（伯明翰城足球俱乐部，伯明翰） ； Management School, University of Liverpool（利物浦大学管理学院） ； School of Computing Science, Simon Fraser University（Simon Fraser大学计算机科学学院） ； School of Computer Science and Engineering, Sun Yat-sen University（中山大学计算机科学与工程学院） 纠错

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

AI总结 TacticGen通过多智能体扩散变换器生成适应性战术，结合规则、自然语言和神经模型实现可扩展的战术设计，验证了其在专业足球战术规划中的实用性。

Comments 23 pages

ICE: Intervention-Consistent Explanation Evaluation with Statistical Grounding for LLMs

ICE：基于统计基础的LLM干预一致解释评估

Abhinaba Basu, Pavan Chakraborty

机构 * Indian Institute of Information Technology, Allahabad（印度阿勒颇信息学院） ； National Institute of Electronics and Information Technology（电子与信息技术国家研究院） 纠错

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

AI总结 本文提出ICE框架，通过多干预操作比较解释与随机基线，发现解释一致性依赖于干预操作，且不同语言模型在不同任务上的表现存在显著差异，揭示了模型与语言之间的复杂交互。

From Open Vocabulary to Open World: Teaching Vision Language Models to Detect Novel Objects

从开放词汇到开放世界：教会视觉语言模型检测新物体

Zizhao Li, Zhengkang Xiang, Joseph West, Kourosh Khoshelham

机构 * The University of Melbourne Parkville, VIC, Australia（墨尔本大学帕克维尔分校） 纠错

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

AI总结 本文提出了一种开放世界框架，使OVD模型能够检测新物体，通过引入OWEL和MSCAL方法提升模型对远超出分布物体的识别能力。

Comments Accepted by BMVC 2025

Sim2Radar: Toward Bridging the Radar Sim-to-Real Gap with VLM-Guided Scene Reconstruction

Sim2Radar：通过VLM引导的场景重建弥合雷达仿真到现实的差距

Emily Bejerano, Federico Tondolo, Ayaan Qayyum, Xiaofan Yu, Xiaofan Jiang

机构 * Columbia University（哥伦比亚大学） ； University of California, Merced（加州大学默塞德分校） 纠错

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

AI总结 Sim2Radar通过VLM引导的场景重建，利用合成数据提升雷达感知性能，实现3D AP提升3.7个百分点。

Grounding Bodily Awareness in Visual Representations for Efficient Policy Learning

在视觉表示中 grounding 身体意识以实现高效的策略学习

Junlin Wang, Zhiyun Lin

机构 * SUSTech Shenzhen（深圳科技大学） 纠错

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

AI总结 本文提出ICon方法，通过对比学习提升机器人操作中策略学习的效率和跨机器人迁移能力。

Comments A preprint version

Grounding and Enhancing Informativeness and Utility in Dataset Distillation

基于信息性和效用的蒸馏数据集 grounding

Shaobo Wang, Yantai Yang, Guo Chen, Peiru Li, Kaixin Li, Yufa Zhou, Zhaorun Chen, Linfeng Zhang

机构 * EPIC Lab, SJTU（SJTU实验室） ； Shanghai Jiao Tong University（上海交通大学） ； National University of Singapore（新加坡国立大学） ； Duke University（杜克大学） ； The University of Chicago（芝加哥大学） 纠错

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

AI总结 本文提出InfoUtil框架，通过博弈论和梯度范数优化，提升数据集蒸馏的信息性和效用，实验显示在ImageNet-1K上性能提升6.1%。

Comments Accepted by ICLR 2026, 20 pages, 9 figures, 11 tables

Grounding the Ungrounded: A Spectral-Graph Framework for Quantifying Hallucinations in Multimodal LLMs

未接地的接地：一种基于谱-图框架的多模态大语言模型幻觉量化方法

Supratik Sarkar, Swagatam Das

机构 * Morgan Stanley（摩根士丹利） ； Indian Statistical Institute (Kolkata)（印度统计研究所（加尔各答）） 纠错

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

AI总结 本文提出了一种基于谱-图框架的多模态大语言模型幻觉量化方法，通过谱分解和RKHS本征模式，提供可解释的语义失真度量。

Comments 49 pages, 3 figures, 3 tables

VideoMiner: Iteratively Grounding Key Frames of Hour-Long Videos via Tree-based Group Relative Policy Optimization

Xinye Cao, Hongcan Guo, Jiawen Qian, Guoshun Nan, Chao Wang, Yuqi Pan, Tianhao Hou, Xiaojuan Wang, Yutong Gao

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） ； Minzu University of China（民族大学） 纠错

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

Comments Accepted by ICCV 2025

World-To-Image: Grounding Text-to-Image Generation with Agent-Driven World Knowledge

Moo Hyun Son, Jintaek Oh, Sun Bin Mun, Jaechul Roh, Sehyun Choi

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； Georgia Institute of Technology（佐治亚理工学院） ； University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） ； TwelveLabs 纠错

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

FOUNDER: Grounding Foundation Models in World Models for Open-Ended Embodied Decision Making

Yucen Wang, Rui Yu, Shenghua Wan, Le Gan, De-Chuan Zhan

机构 * School of Artificial Intelligence, Nanjing University, China（人工智能学院，南京大学） ； National Key Laboratory for Novel Software Technology, Nanjing University, China（新型软件技术国家重点实验室，南京大学） 纠错

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

Comments Accepted by Forty-Second International Conference on Machine Learning (ICML 2025)

AnyTraverse: An off-road traversability framework with VLM and human operator in the loop

Sattwik Sahu, Agamdeep Singh, Karthik Nambiar, Srikanth Saripalli, P. B. Sujit

机构 * Department of Electrical Engineering and Computer Science, Indian Institute of Science Education and Research Bhopal（电子工程与计算机科学系，印度科学教育与研究学院布达佩斯分校） ； Department of Mechanical Engineering, Texas A&M University（机械工程系，德克萨斯A&M大学） 纠错

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

Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation

Bohan Lyu, Yadi Cao, Duncan Watson-Parris, Leon Bergen, Taylor Berg-Kirkpatrick, Rose Yu

机构 * Tsinghua University（清华大学） ； University of California, San Diego（加州大学圣地亚哥分校） 纠错

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

Comments 37 pages, 16 figures

Journal ref In Proceedings of the Forty-second International Conference on Machine Learning (ICML 2025)

LogicQA: Logical Anomaly Detection with Vision Language Model Generated Questions

Yejin Kwon, Daeun Moon, Youngje Oh, Hyunsoo Yoon

机构 * Department of Industrial Engineering, Yonsei University（工业工程系，延世大学） 纠错

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

Comments Accepted Industry Track at ACL 2025

Evaluating Vision Language Models (VLMs) for Radiology: A Comprehensive Analysis

Frank Li, Hari Trivedi, Bardia Khosravi, Theo Dapamede, Mohammadreza Chavoshi, Abdulhameed Dere, Rohan Satya Isaac, Aawez Mansuri, Janice Newsome, Saptarshi Purkayastha, Judy Gichoya

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

VocalEyes: Enhancing Environmental Perception for the Visually Impaired through Vision-Language Models and Distance-Aware Object Detection

Kunal Chavan, Keertan Balaji, Spoorti Barigidad, Samba Raju Chiluveru

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

Interpretable Few-Shot Retinal Disease Diagnosis with Concept-Guided Prompting of Vision-Language Models

Deval Mehta, Yiwen Jiang, Catherine L Jan, Mingguang He, Kshitij Jadhav, Zongyuan Ge

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

Comments Accepted to Information Processing in Medical Imaging (IPMI) 2025

Knowing Your Target: Target-Aware Transformer Makes Better Spatio-Temporal Video Grounding

Xin Gu, Yaojie Shen, Chenxi Luo, Tiejian Luo, Yan Huang, Yuewei Lin, Heng Fan, Libo Zhang

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

Self-adaptive vision-language model for 3D segmentation of pulmonary artery and vein

Xiaotong Guo, Deqian Yang, Dan Wang, Haochen Zhao, Yuan Li, Zhilin Sui, Tao Zhou, Lijun Zhang, Yanda Meng

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

Comments 8 pages,3 figures

Grounding by Trying: LLMs with Reinforcement Learning-Enhanced Retrieval

Sheryl Hsu, Omar Khattab, Chelsea Finn, Archit Sharma

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

Grounding Language in Multi-Perspective Referential Communication

Zineng Tang, Lingjun Mao, Alane Suhr

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

Comments Accepted to EMNLP2024 Main

Individuation in Neural Models with and without Visual Grounding

Alexey Tikhonov, Lisa Bylinina, Ivan P. Yamshchikov

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

Grounding Language Models in Autonomous Loco-manipulation Tasks

Jin Wang, Nikos Tsagarakis

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

Comments Summit to ICRA@40. arXiv admin note: substantial text overlap with arXiv:2406.14655

Evaluating Vision-Language Models for Zero-Shot Detection, Classification, and Association of Motorcycles, Passengers, and Helmets

Lucas Choi, Ross Greer

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

V-IRL: Grounding Virtual Intelligence in Real Life

Jihan Yang, Runyu Ding, Ellis Brown, Xiaojuan Qi, Saining Xie

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

Comments Project page: https://virl-platform.github.io

Augmented Commonsense Knowledge for Remote Object Grounding

Bahram Mohammadi, Yicong Hong, Yuankai Qi, Qi Wu, Shirui Pan, Javen Qinfeng Shi

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

IVLMap: Instance-Aware Visual Language Grounding for Consumer Robot Navigation

Jiacui Huang, Hongtao Zhang, Mingbo Zhao, Zhou Wu

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

The Potential of Vision-Language Models for Content Moderation of Children's Videos

Syed Hammad Ahmed, Shengnan Hu, Gita Sukthankar

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

Comments 5 pages, 1 figure. Accepted at IEEE ICMLA 2023

The Contemporary Art of Image Search: Iterative User Intent Expansion via Vision-Language Model

Yilin Ye, Qian Zhu, Shishi Xiao, Kang Zhang, Wei Zeng

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

Comments Accepted by The 2024 ACM SIGCHI Conference on Computer-Supported Cooperative Work & Social Computing (CSCW) (Proc. CSCW 2024)

ZEETAD: Adapting Pretrained Vision-Language Model for Zero-Shot End-to-End Temporal Action Detection

Thinh Phan, Khoa Vo, Duy Le, Gianfranco Doretto, Donald Adjeroh, Ngan Le

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

Suspected Object Matters: Rethinking Model's Prediction for One-stage Visual Grounding

Yang Jiao, Zequn Jie, Jingjing Chen, Lin Ma, Yu-Gang Jiang

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

Comments Accepted to ACM MM 23