视觉大模型 / VLM

Human Uncertainty-Aware Data Selection and Automatic Labeling in Visual Question Answering

Jian Lan, Zhicheng Liu, Udo Schlegel, Raoyuan Zhao, Yihong Liu, Hinrich Schütze, Michael A. Hedderich, Thomas Seidl

机构 * University of Munich（慕尼黑大学） ； Munich Center of Machine Learning（慕尼黑机器学习中心） 纠错

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

ToolScope: An Agentic Framework for Vision-Guided and Long-Horizon Tool Use

Mengjie Deng, Guanting Dong, Zhicheng Dou

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学人工智能学院） 纠错

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

AVA: Towards Agentic Video Analytics with Vision Language Models

Yuxuan Yan, Shiqi Jiang, Ting Cao, Yifan Yang, Qianqian Yang, Yuanchao Shu, Yuqing Yang, Lili Qiu

机构 * Zhejiang University（浙江大学） ； Microsoft Research（微软研究院） ； Tsinghua University（清华大学） 纠错

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

Comments Accepted to NDSI 2026, 19pages, 12 figures, complementary evaluations and appendix

A Multi-Modal Neuro-Symbolic Approach for Spatial Reasoning-Based Visual Grounding in Robotics

Simindokht Jahangard, Mehrzad Mohammadi, Abhinav Dhall, Hamid Rezatofighi

机构 * Faculty of Information Technology, Monash University（信息技术学院，墨尔本大学） ； Department of Electrical Engineering, Sharif University of Technology（电气工程系，谢赫大学） 纠错

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

MM-OPERA: Benchmarking Open-ended Association Reasoning for Large Vision-Language Models

Zimeng Huang, Jinxin Ke, Xiaoxuan Fan, Yufeng Yang, Yang Liu, Liu Zhonghan, Zedi Wang, Junteng Dai, Haoyi Jiang, Yuyu Zhou, Keze Wang, Ziliang Chen

机构 * Sun Yat-sen University（中山大学） ； Peng Cheng Laboratory（鹏城实验室） ； Jinan University（暨南大学） 纠错

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

Comments NeurIPS 2025 Datasets and Benchmarks Track poster

NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation

Xiangyan Liu, Jinjie Ni, Zijian Wu, Chao Du, Longxu Dou, Haonan Wang, Tianyu Pang, Michael Qizhe Shieh

机构 * National University of Singapore（新加坡国立大学） ； Sea AI Lab（Sea AI实验室） 纠错

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

Comments NeurIPS 2025

Mano Technical Report

Tianyu Fu, Anyang Su, Chenxu Zhao, Hanning Wang, Minghui Wu, Zhe Yu, Fei Hu, Mingjia Shi, Wei Dong, Jiayao Wang, Yuyang Chen, Ruiyang Yu, Siran Peng, Menglin Li, Nan Huang, Haitian Wei, Jiawei Yu, Yi Xin, Xilin Zhao, Kai Gu, Ping Jiang, Sifan Zhou, Shuo Wang

机构 * Mininglamp Technology（Mininglamp技术） 纠错

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

MemeArena: Automating Context-Aware Unbiased Evaluation of Harmfulness Understanding for Multimodal Large Language Models

Zixin Chen, Hongzhan Lin, Kaixin Li, Ziyang Luo, Yayue Deng, Jing Ma

机构 * Hong Kong Baptist University（香港 Baptist 大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； National University of Singapore（新加坡国立大学） 纠错

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

Comments EMNLP 2025

Generating Accurate and Detailed Captions for High-Resolution Images

Hankyeol Lee, Gawon Seo, Kyounggyu Lee, Dogun Kim, Kyungwoo Song, Jiyoung Jung

机构 * Department of Artificial Intelligence, University of Seoul（首尔大学人工智能系） ； Department of Computer Science and Engineering, POSTECH（POSTECH计算机科学与工程系） ； Department of Applied Statistics, Yonsei University（延世大学应用统计系） 纠错

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

Comments Work conducted in 2024; released for archival purposes

MoME: Mixture of Visual Language Medical Experts for Medical Imaging Segmentation

Arghavan Rezvani, Xiangyi Yan, Anthony T. Wu, Kun Han, Pooya Khosravi, Xiaohui Xie

机构 * Department of Computer Science, University of California, Irvine（加州大学尔湾分校计算机科学系） ； School of Medicine, University of California, Irvine（加州大学尔湾分校医学院） 纠错

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

Heterogeneous Robot Collaboration in Unstructured Environments with Grounded Generative Intelligence

Zachary Ravichandran, Fernando Cladera, Ankit Prabhu, Jason Hughes, Varun Murali, Camillo Taylor, George J. Pappas, Vijay Kumar

机构 * Dept. of Electrical and Computer Engineering at Texas A&M University（德克萨斯A&M大学电气与计算机工程系） ； GRASP Laboratory at the University of Pennsylvania（宾夕法尼亚大学GRASP实验室） 纠错

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

FantasyWorld: Geometry-Consistent World Modeling via Unified Video and 3D Prediction

Yixiang Dai, Fan Jiang, Chiyu Wang, Mu Xu, Yonggang Qi

机构 * AMAP, Alibaba Group（阿里集团AMAP） ； Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

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

From Pixels to Paths: A Multi-Agent Framework for Editable Scientific Illustration

Jianwen Sun, Fanrui Zhang, Yukang Feng, Chuanhao Li, Zizhen Li, Jiaxin Ai, Yifan Chang, Yu Dai, Kaipeng Zhang

机构 * Nankai University（南开大学） ； Shanghai Innovation Institute（上海创新研究院） ； Wuhan University（武汉大学） ； University of Science and Technology of China（中国科学技术大学） ； Shanghai AI Laboratory（上海人工智能实验室） 纠错

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

RzenEmbed: Towards Comprehensive Multimodal Retrieval

Weijian Jian, Yajun Zhang, Dawei Liang, Chunyu Xie, Yixiao He, Dawei Leng, Yuhui Yin

机构 * AI Research（360人工智能研究院） 纠错

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

Integrating Video and Text: A Balanced Approach to Multimodal Summary Generation and Evaluation

Galann Pennec, Zhengyuan Liu, Nicholas Asher, Philippe Muller, Nancy F. Chen

机构 * IRIT, University of Toulouse, France（IRIT，图卢兹大学，法国） ； Institute for Infocomm Research (I 2 R), A*STAR, Singapore（信息通信研究所（I2R），A*STAR，新加坡） ； CNRS, IRIT, France（CNRS，IRIT，法国） 纠错

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

Towards Automated Semantic Interpretability in Reinforcement Learning via Vision-Language Models

Zhaoxin Li, Zhang Xi-Jia, Batuhan Altundas, Letian Chen, Rohan Paleja, Matthew Gombolay

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Purdue University（普渡大学） 纠错

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

GUI-Rise: Structured Reasoning and History Summarization for GUI Navigation

Tao Liu, Chongyu Wang, Rongjie Li, Yingchen Yu, Xuming He, Bai Song

机构 * ShanghaiTech University（上海科技大学） ； ByteDance（字节跳动） ； Shanghai Engineering Research Center of Intelligent Vision and Imaging（上海智能视觉与成像工程研究中心） 纠错

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

Comments Published in NeurIPS 2025

SmoothGuard: Defending Multimodal Large Language Models with Noise Perturbation and Clustering Aggregation

Guangzhi Su, Shuchang Huang, Yutong Ke, Zhuohang Liu, Long Qian, Kaizhu Huang

机构 * Independent Researcher（独立研究者） 纠错

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

T3: Test-Time Model Merging in VLMs for Zero-Shot Medical Imaging Analysis

Raza Imam, Hu Wang, Dwarikanath Mahapatra, Mohammad Yaqub

机构 * Mohammed bin Zayed University of Artificial Intelligence（莫卧儿bin Zayed人工智能大学） 纠错

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

Comments Main: 11 pages, Supplementary: 9 pages 10 tables, 10 figures

NAUTILUS: A Large Multimodal Model for Underwater Scene Understanding

Wei Xu, Cheng Wang, Dingkang Liang, Zongchuang Zhao, Xingyu Jiang, Peng Zhang, Xiang Bai

机构 * National University of Defense Technology（国防科技大学） 纠错

专题命中 幻觉与鲁棒性 ：LLaVA(abstract)；分类 cs.CV

Comments Accepted to NeurIPS 2025. Data and models are available at https://github.com/H-EmbodVis/NAUTILUS

UTI-LLM: A Personalized Articulatory-Speech Therapy Assistance System Based on Multimodal Large Language Model

Yudong Yang, Xiaokang Liu, Shaofeng zhao, Rongfeng Su, Nan Yan, Lan Wang

机构 * Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, China（深圳先进技术研究院，中国科学院，中国） ； Key Laboratory of Biomedical Imaging Science and System, Chinese Academy of Sciences, China（生物医学成像科学与系统重点实验室，中国科学院，中国） 纠错

专题命中 VLM训练与架构 ：multimodal large language model(title,abstract)；MLLM(abstract)

MARAG-R1: Beyond Single Retriever via Reinforcement-Learned Multi-Tool Agentic Retrieval

Qi Luo, Xiaonan Li, Yuxin Wang, Tingshuo Fan, Yuan Li, Xinchi Chen, Xipeng Qiu

机构 * School of Computer Science, Fudan University（复旦大学计算机学院） 纠错

专题命中 VLM训练与架构 ：grounding(abstract)

ECVL-ROUTER: Scenario-Aware Routing for Vision-Language Models

Xin Tang, Youfang Han, Fangfei Gou, Wei Zhao, Xin Meng, Yang Yu, Jinguo Zhang, Yuanchun Shi, Yuntao Wang, Tengxiang Zhang

机构 * Tsinghua University（清华大学） ； Goertek Inc（歌尔股份有限公司） 纠错

专题命中 其他VLM ：vision-language model(title,abstract)；分类 cs.LG

Comments 23 pages, 13 figures, 7 tables

LeMat-Synth: a multi-modal toolbox to curate broad synthesis procedure databases from scientific literature

Magdalena Lederbauer, Siddharth Betala, Xiyao Li, Ayush Jain, Amine Sehaba, Georgia Channing, Grégoire Germain, Anamaria Leonescu, Faris Flaifil, Alfonso Amayuelas, Alexandre Nozadze, Stefan P. Schmid, Mohd Zaki, Sudheesh Kumar Ethirajan, Elton Pan, Mathilde Franckel, Alexandre Duval, N. M. Anoop Krishnan, Samuel P. Gleason

专题命中 其他VLM ：vision language model(abstract)；分类 cs.AI

Comments 29 pages, 13 figures, 6 tables