视觉大模型 / VLM

FOCUS: Internal MLLM Representations for Efficient Fine-Grained Visual Question Answering

Liangyu Zhong, Fabio Rosenthal, Joachim Sicking, Fabian Hüger, Thorsten Bagdonat, Hanno Gottschalk, Leo Schwinn

机构 * Technical University of Berlin（柏林技术大学） ； Technical University of Munich（慕尼黑技术大学） ； CARIAD SE ； Volkswagen AG（大众集团） 纠错

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

Comments Accepted by NeurIPS 2025 - main track. Project page: https://focus-mllm-vqa.github.io/

SeeingEye: Agentic Information Flow Unlocks Multimodal Reasoning In Text-only LLMs

Weijia Zhang, Zijia Liu, Haoru Li, Haoqi Chen, Jiaxuan You

专题命中 视觉问答 ：VLM(abstract)；visual question answering(abstract)

InfoChartQA: A Benchmark for Multimodal Question Answering on Infographic Charts

Tianchi Xie, Minzhi Lin, Mengchen Liu, Yilin Ye, Changjian Chen, Shixia Liu

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

Think or Not? Selective Reasoning via Reinforcement Learning for Vision-Language Models

Jiaqi Wang, Kevin Qinghong Lin, James Cheng, Mike Zheng Shou

机构 * The Chinese University of Hong Kong（香港中文大学） ； Show Lab, National University of Singapore（新加坡国立大学Show实验室） 纠错

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

Comments camera ready revision

Physics Context Builders: A Modular Framework for Physical Reasoning in Vision-Language Models

Vahid Balazadeh, Mohammadmehdi Ataei, Hyunmin Cheong, Amir Hosein Khasahmadi, Rahul G. Krishnan

机构 * University of Toronto（多伦多大学） ； Autodesk Research（Autodesk研究） 纠错

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

Agentic Moderation: Multi-Agent Design for Safer Vision-Language Models

Juan Ren, Mark Dras, Usman Naseem

机构 * School of Computing, Macquarie University, Australia（计算机学院，麦考瑞大学，澳大利亚） 纠错

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

FT-ARM: Fine-Tuned Agentic Reflection Multimodal Language Model for Pressure Ulcer Severity Classification with Reasoning

Reza Saadati Fard, Emmanuel Agu, Palawat Busaranuvong, Deepak Kumar, Shefalika Gautam, Bengisu Tulu, Diane Strong, Lorraine Loretz

机构 * Worcester Polytechnic Institute（沃斯特理工学院） 纠错

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

RoboCerebra: A Large-scale Benchmark for Long-horizon Robotic Manipulation Evaluation

Songhao Han, Boxiang Qiu, Yue Liao, Siyuan Huang, Chen Gao, Shuicheng Yan, Si Liu

机构 * Beihang University（北航大学） ； National University of Singapore（新加坡国立大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

Comments 25 pages, 18 figures, Accepted by NeurIPS 2025

Think Twice Before You Judge: Mixture of Dual Reasoning Experts for Multimodal Sarcasm Detection

Soumyadeep Jana, Abhrajyoti Kundu, Sanasam Ranbir Singh

机构 * Indian Institute of Technology Guwahati（印度理工学院古瓦哈提） 纠错

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

Efficient License Plate Recognition via Pseudo-Labeled Supervision with Grounding DINO and YOLOv8

Zahra Ebrahimi Vargoorani, Amir Mohammad Ghoreyshi, Ching Yee Suen

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

Comments 6 pages, 8 figures. Presented at 2025 IEEE International Workshop on Machine Learning for Signal Processing (MLSP), August 31 - September 3, 2025, Istanbul, Turkey

Don't Blind Your VLA: Aligning Visual Representations for OOD Generalization

Nikita Kachaev, Mikhail Kolosov, Daniil Zelezetsky, Alexey K. Kovalev, Aleksandr I. Panov

机构 * Cognitive AI Lab（认知人工智能实验室） ； Cognitive AI Lab, IAI MIPT（认知人工智能实验室，IAI MIPT） 纠错

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

Comments 13 pages, 6 figures

Position: Biology is the Challenge Physics-Informed ML Needs to Evolve

Julien Martinelli

机构 * ELLIS Institute Finland（芬兰ELLIS研究所） ； Department of Computer Science, Aalto University（艾尔沃斯大学计算机科学系） 纠错

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

Breast Cancer VLMs: Clinically Practical Vision-Language Train-Inference Models

Shunjie-Fabian Zheng, Hyeonjun Lee, Thijs Kooi, Ali Diba

机构 * Department of Medicine I, LMU University Hospital, LMU Munich, Germany（慕尼黑大学医学院第一医学部，LMU慕尼黑大学医院） ； Lunit Inc.（Lunit公司） 纠错

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

Comments Accepted to Computer Vision for Automated Medical Diagnosis (CVAMD) Workshop at ICCV 2025

Cardi-GPT: An Expert ECG-Record Processing Chatbot

Koustav Mallick, Neel Singh, Mohammedreza Hajiarbabi

机构 * Department of Computer Science Purdue University Fort Wayne（计算机科学系 Purdue 大学 Fort Wayne） 纠错

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

Journal ref SoutheastCon 2025 352-357

Visual Diversity and Region-aware Prompt Learning for Zero-shot HOI Detection

Chanhyeong Yang, Taehoon Song, Jihwan Park, Hyunwoo J. Kim

机构 * Korea University（韩国大学） ； Korea Advanced Institute of Science and Technology（韩国科学技术院） 纠错

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

Comments Accepted by NeurIPS 2025

BioCoref: Benchmarking Biomedical Coreference Resolution with LLMs

Nourah M Salem, Elizabeth White, Michael Bada, Lawrence Hunter

机构 * Computational Bioscience Program University of Colorado Anschutz Medical Campus（科学生物学程序，科罗拉多大学安舒茨医学校区） ； Department of Pediatrics University of Chicago（儿科学系，芝加哥大学） 纠错

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

Vision-Language Integration for Zero-Shot Scene Understanding in Real-World Environments

Manjunath Prasad Holenarasipura Rajiv, B. M. Vidyavathi

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

Comments Preprint under review at IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025

Exponential Dynamic Energy Network for High Capacity Sequence Memory

Arjun Karuvally, Pichsinee Lertsaroj, Terrence J. Sejnowski, Hava T. Siegelmann

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

NanoVLA: Routing Decoupled Vision-Language Understanding for Nano-sized Generalist Robotic Policies

Jiahong Chen, Jing Wang, Long Chen, Chuwei Cai, Jinghui Lu

机构 * University of British Columbia（不列颠哥伦比亚大学） ； University of Alberta（阿尔伯塔大学） ； Xiaomi EV（小米电动车） ； Northeastern University（东北大学） 纠错

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

SCOUT: A Lightweight Framework for Scenario Coverage Assessment in Autonomous Driving

Anil Yildiz, Sarah M. Thornton, Carl Hildebrandt, Sreeja Roy-Singh, Mykel J. Kochenderfer

机构 * Department of Aeronautics and Astronautics, Stanford University（航空航天工程系，斯坦福大学） ； Nuro Inc.（Nuro公司） 纠错

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

ALDEN: Reinforcement Learning for Active Navigation and Evidence Gathering in Long Documents

Tianyu Yang, Terry Ruas, Yijun Tian, Jan Philip Wahle, Daniel Kurzawe, Bela Gipp

机构 * University of Göttingen（戈丁根大学） ； University of Notre Dame（诺特大学） ； State and University Library of Göttingen（戈丁根州立大学图书馆） 纠错

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

SafeEditor: Unified MLLM for Efficient Post-hoc T2I Safety Editing

Ruiyang Zhang, Jiahao Luo, Xiaoru Feng, Qiufan Pang, Yaodong Yang, Juntao Dai

机构 * PKU Alignment Team, Peking University（北京大学对齐团队） ； LLM Safety Centre, Beijing Academy of Artificial Intelligence（北京人工智能研究院大语言模型安全中心） 纠错

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

Evaluation of Safety Cognition Capability in Vision-Language Models for Autonomous Driving

Enming Zhang, Peizhe Gong, Xingyuan Dai, Min Huang, Yisheng Lv, Qinghai Miao

机构 * School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所多模态人工智能系统国家重点实验室） 纠错

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

Seeing, Signing, and Saying: A Vision-Language Model-Assisted Pipeline for Sign Language Data Acquisition and Curation from Social Media

Shakib Yazdani, Yasser Hamidullah, Cristina España-Bonet, Josef van Genabith

机构 * German Research Center for Artificial Intelligence (DFKI GmbH)（德国人工智能研究中心（DFKI GmbH）） ； Saarland Informatics Campus（萨尔兰州信息技术校区） ； Barcelona Supercomputing Center (BSC-CNS)（巴塞罗那超级计算中心（BSC-CNS）） 纠错

专题命中 VLM训练与架构 ：vision-language model(title)；vision language model(abstract)；VLM(abstract)

Comments Accepted by RANLP 2025