视觉大模型 / VLM

Medico 2025: Visual Question Answering for Gastrointestinal Imaging

Sushant Gautam, Vajira Thambawita, Michael Riegler, Pål Halvorsen, Steven Hicks

机构 * SimulaMet - Simula Metropolitan Center for Digital Engineering, Oslo, Norway（SimulaMet - Simula Metropolitan Center for Digital Engineering，挪威奥斯陆） ； Simula Research Laboratory, Oslo, Norway（Simula研究实验室，挪威奥斯陆） ； OsloMet - Oslo Metropolitan University, Oslo, Norway（OsloMet - 奥斯陆 Metropolitan 大学，挪威奥斯陆） 纠错

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

Debiasing Multimodal Large Language Models via Penalization of Language Priors

YiFan Zhang, Yang Shi, Weichen Yu, Qingsong Wen, Xue Wang, Wenjing Yang, Zhang Zhang, Liang Wang, Rong Jin

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Peking University（北京大学） ； Carnegie Mellon University（卡内基梅隆大学） ； Alibaba Group（阿里巴巴集团） ； National University of Defense Technology（国防科技大学） ； Meta 纠错

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

Comments 10 pages, 12 figures

Performance of GPT-5 in Brain Tumor MRI Reasoning

Mojtaba Safari, Shansong Wang, Mingzhe Hu, Zach Eidex, Qiang Li, Xiaofeng Yang

机构 * Department of Radiation Oncology, Winship Cancer Institute, Emory University School of Medicine（放射肿瘤科，Winship癌症研究所，埃默里大学医学院） 纠错

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

MM-Food-100K: A 100,000-Sample Multimodal Food Intelligence Dataset with Verifiable Provenance

Yi Dong, Yusuke Muraoka, Scott Shi, Yi Zhang

机构 * Codatta ； Kite AI ； Binance Wallet Community ； Codatta Community 纠错

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

Comments 10 pages, 5 figures, 6 tables. The dataset is available at https://huggingface.co/datasets/Codatta/MM-Food-100K

Warehouse Spatial Question Answering with LLM Agent

Hsiang-Wei Huang, Jen-Hao Cheng, Kuang-Ming Chen, Cheng-Yen Yang, Bahaa Alattar, Yi-Ru Lin, Pyongkun Kim, Sangwon Kim, Kwangju Kim, Chung-I Huang, Jenq-Neng Hwang

机构 * Information Processing Lab, University of Washington, USA（华盛顿大学信息处理实验室） ； Electronics and Telecommunications Research Institute, South Korea（韩国电子电信研究院） ； National Center for High-performance Computing, Taiwan（台湾高性能计算国家研究中心） 纠错

专题命中 视觉问答 ：MLLM(abstract)；分类 cs.CV、cs.AI

Comments 1st Place Solution of the 9th AI City Challenge Track 3

MusiXQA: Advancing Visual Music Understanding in Multimodal Large Language Models

Jian Chen, Wenye Ma, Penghang Liu, Wei Wang, Tengwei Song, Ming Li, Chenguang Wang, Jiayu Qin, Ruiyi Zhang, Changyou Chen

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

Comments Under Review

Few-shot Vision-based Human Activity Recognition with MLLM-based Visual Reinforcement Learning

Wenqi Zheng, Yutaka Arakawa

机构 * Graduate School（研究生院） ； Faculty of Information Science（信息科学系） ； Electrical Engineering（电气工程） ； Kyushu University（九州大学） ； JAPAN（日本） 纠错

专题命中 视觉推理 ：MLLM(title,abstract)；multimodal large language model(abstract)

CAPTURe: Evaluating Spatial Reasoning in Vision Language Models via Occluded Object Counting

Atin Pothiraj, Elias Stengel-Eskin, Jaemin Cho, Mohit Bansal

机构 * UNC Chapel Hill（北卡罗来纳大学教堂山分校） 纠错

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

Comments ICCV 2025

From Diagnosis to Improvement: Probing Spatio-Physical Reasoning in Vision Language Models

Tiancheng Han, Yunfei Gao, Yong Li, Wuzhou Yu, Qiaosheng Zhang, Wenqi Shao

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

Comments 9 pages, 6 figures

We-Math 2.0: A Versatile MathBook System for Incentivizing Visual Mathematical Reasoning

Runqi Qiao, Qiuna Tan, Peiqing Yang, Yanzi Wang, Xiaowan Wang, Enhui Wan, Sitong Zhou, Guanting Dong, Yuchen Zeng, Yida Xu, Jie Wang, Chong Sun, Chen Li, Honggang Zhang

机构 * BUPT（北京邮电大学） ； WeChat Vision, Tencent Inc.（腾讯公司） ； Tsinghua University（清华大学） 纠错

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

Comments Working in progress

IAD-R1: Reinforcing Consistent Reasoning in Industrial Anomaly Detection

Yanhui Li, Yunkang Cao, Chengliang Liu, Yuan Xiong, Xinghui Dong, Chao Huang

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

The Knowledge-Reasoning Dissociation: Fundamental Limitations of LLMs in Clinical Natural Language Inference

Maël Jullien, Marco Valentino, André Freitas

机构 * Department of Computer Science, University of Manchester, UK（曼彻斯特大学计算机科学系） ； National Biomarker Centre, CRUK-MI, University of Manchester, UK（曼彻斯特大学国家生物标志物中心） ； Idiap Research Institute, Switzerland（日内瓦IDIAP研究所） ； School of Computer Science, University of Sheffield, UK（谢菲尔德大学计算机科学学院） 纠错

专题命中 视觉推理 ：grounding(abstract)；分类 cs.AI

Comments 19 pages

AddressVLM: Cross-view Alignment Tuning for Image Address Localization using Large Vision-Language Models

Shixiong Xu, Chenghao Zhang, Lubin Fan, Yuan Zhou, Bin Fan, Shiming Xiang, Gaofeng Meng, Jieping Ye

机构 * State Key Laboratory of Multimodal Artificial Intelligence Systems（多模态人工智能系统国家重点实验室） ； CASIA（中国科学院自动化所） ； Alibaba Cloud（阿里云） ； School of Intelligence Science and Technology（智能科学与技术学院） ； CAIR（中国科学院香港创新研究院） 纠错

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

NAVER: A Neuro-Symbolic Compositional Automaton for Visual Grounding with Explicit Logic Reasoning

Zhixi Cai, Fucai Ke, Simindokht Jahangard, Maria Garcia de la Banda, Reza Haffari, Peter J. Stuckey, Hamid Rezatofighi

机构 * Monash University（莫纳什大学） 纠错

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

Comments ICCV 2025

XFacta: Contemporary, Real-World Dataset and Evaluation for Multimodal Misinformation Detection with Multimodal LLMs

Yuzhuo Xiao, Zeyu Han, Yuhan Wang, Huaizu Jiang

机构 * Guizhou University（贵州大学） ； Northeastern University（东北大学） ； UC Santa Cruz（加州大学圣克ruz分校） 纠错

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

Comments For associated code and dataset, see https://github.com/neu-vi/XFacta

AEGIS: Authenticity Evaluation Benchmark for AI-Generated Video Sequences

Jieyu Li, Xin Zhang, Joey Tianyi Zhou

机构 * National University of Singapore（新加坡国立大学） ； Agency for Science, Technology and Research（科技研究局） 纠错

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

Comments Proceedings of the 33rd ACM International Conference on Multimedia

Retrieval-Augmented Prompt for OOD Detection

Ruisong Han, Zongbo Han, Jiahao Zhang, Mingyue Cheng, Changqing Zhang

机构 * College of Intelligence and Computing, Tianjin University, Tianjin, China（智能与计算学院，天津大学，天津，中国） ； State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China（认知智能国家重点实验室，中国科学技术大学） 纠错

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

PQ-DAF: Pose-driven Quality-controlled Data Augmentation for Data-scarce Driver Distraction Detection

Haibin Sun, Xinghui Song

机构 * College of Computer Science and Engineering, Shandong University of Science and Technology（计算机科学与工程学院，山东科技大学） 纠错

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

Comments 11 pages, 6 figures

Unifying Self-Supervised Clustering and Energy-Based Models

Emanuele Sansone, Robin Manhaeve

机构 * KU Leuven（卢森堡大学） 纠错

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

Comments Changes from previous version: change introductions and added acknowledgments. Integral version of workshop paper arXiv:2309.15420. Improved GEDI version (from two stages to single stage training) arxiv:2212.13425 - ACCEPTED TO TMLR 2025

IADGPT: Unified LVLM for Few-Shot Industrial Anomaly Detection, Localization, and Reasoning via In-Context Learning

Mengyang Zhao, Teng Fu, Haiyang Yu, Ke Niu, Bin Li

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

DiFaR: Enhancing Multimodal Misinformation Detection with Diverse, Factual, and Relevant Rationales

Herun Wan, Jiaying Wu, Minnan Luo, Xiangzheng Kong, Zihan Ma, Zhi Zeng

专题命中 视觉定位与Grounding ：vision-language model(abstract)

ReconVLA: Reconstructive Vision-Language-Action Model as Effective Robot Perceiver

Wenxuan Song, Ziyang Zhou, Han Zhao, Jiayi Chen, Pengxiang Ding, Haodong Yan, Yuxin Huang, Feilong Tang, Donglin Wang, Haoang Li

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

AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents

Yuxiang Chai, Siyuan Huang, Yazhe Niu, Han Xiao, Liang Liu, Dingyu Zhang, Shuai Ren, Hongsheng Li

机构 * SJTU（上海交通大学） ； vivo AI Lab（vivo人工智能实验室） 纠错

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

CapeLLM: Support-Free Category-Agnostic Pose Estimation with Multimodal Large Language Models

Junho Kim, Hyungjin Chung, Byung-Hoon Kim

机构 * EverEx ； Yonsei University（延世大学） 纠错

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

Comments ICCV 2025

SHALE: A Scalable Benchmark for Fine-grained Hallucination Evaluation in LVLMs

Bei Yan, Zhiyuan Chen, Yuecong Min, Jie Zhang, Jiahao Wang, Xiaozhen Wang, Shiguang Shan

机构 * Key Laboratory of AI Safety of CAS, Institute of Computing Technology, Chinese Academy of Sciences (CAS)（中国科学院计算技术研究所人工智能安全重点实验室） ； University of Chinese Academy of Sciences（中国科学院大学） ； Trustworthy Technology and Engineering Laboratory, Huawei（华为可信技术与工程实验室） 纠错

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

iSafetyBench: A video-language benchmark for safety in industrial environment

Raiyaan Abdullah, Yogesh Singh Rawat, Shruti Vyas

机构 * University of Central Florida（中央佛罗里达大学） 纠错

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

Comments Accepted to VISION'25 - ICCV 2025 workshop

When Language Overrules: Revealing Text Dominance in Multimodal Large Language Models

Huyu Wu, Meng Tang, Xinhan Zheng, Haiyun Jiang

专题命中 VLM训练与架构 ：multimodal large language model(title,abstract)；LLaVA(abstract)；分类 cs.AI

OrderChain: Towards General Instruct-Tuning for Stimulating the Ordinal Understanding Ability of MLLM

Jinhong Wang, Shuo Tong, Jian liu, Dongqi Tang, Weiqiang Wang, Wentong Li, Hongxia Xu, Danny Chen, Jintai Chen, Jian Wu

机构 * College of Computer Science & Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； Transvascular Implantation Devices Research Institute and Liangzhu Laboratory（血管植入物研究机构和良渚实验室） ； Ant Group（蚂蚁集团） ； University of Notre Dame（圣母大学） ； HKUST (Guangzhou)（香港科技大学（广州）） 纠错

专题命中 VLM训练与架构 ：MLLM(title)；LLaVA(abstract)；multimodal large language model(abstract)；分类 cs.CV

Comments Accepted by ICCV 2025

Hierarchical Cross-modal Prompt Learning for Vision-Language Models

Hao Zheng, Shunzhi Yang, Zhuoxin He, Jinfeng Yang, Zhenhua Huang

机构 * South China Normal University（华南师范大学） ； Shenzhen Polytechnic University（深圳职业技术大学） 纠错

专题命中 VLM训练与架构 ：vision-language model(title,abstract)；分类 cs.CV

Comments Accepted by ICCV2025

Chem3DLLM: 3D Multimodal Large Language Models for Chemistry

Lei Jiang, Shuzhou Sun, Biqing Qi, Yuchen Fu, Xiaohua Xu, Yuqiang Li, Dongzhan Zhou, Tianfan Fu

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

Comments 15 pages, 9 figures