多模态大模型

FlyAwareV2: A Multimodal Cross-Domain UAV Dataset for Urban Scene Understanding

Francesco Barbato, Matteo Caligiuri, Pietro Zanuttigh

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CV

Comments 20 pages, 7 figures, 10 tables, data and code available

MSEarth: A Multimodal Scientific Dataset and Benchmark for Phenomena Uncovering in Earth Science

Xiangyu Zhao, Wanghan Xu, Bo Liu, Yuhao Zhou, Fenghua Ling, Ben Fei, Xiaoyu Yue, Lei Bai, Wenlong Zhang, Xiao-Ming Wu

机构 * The Hong Kong Polytechnic University（香港理工大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Shanghai Jiao Tong University（上海交通大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.AI

Contrast Sensitivity in Multimodal Large Language Models: A Psychophysics-Inspired Evaluation

Pablo Hernández-Cámara, Alexandra Gomez-Villa, Jose Manuel Jaén-Lorites, Jorge Vila-Tomás, Valero Laparra, Jesus Malo

机构 * Image Processing Lab, Universitat de València, Spain（瓦伦西亚大学图像处理实验室） ； Computer Vision Center, Spain（西班牙计算机视觉中心） ； Universitat Autònoma de Barcelona, Spain（巴塞罗那自治大学） ； Center for Biomaterials and Tissue Engineering, Universitat Politecnica de Valencia, Spain（瓦伦西亚理工大学生物材料与组织工程中心） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CV

Situat3DChange: Situated 3D Change Understanding Dataset for Multimodal Large Language Model

Ruiping Liu, Junwei Zheng, Yufan Chen, Zirui Wang, Kunyu Peng, Kailun Yang, Jiaming Zhang, Marc Pollefeys, Rainer Stiefelhagen

机构 * Karlsruhe Institute of Technology (KIT)（卡尔斯鲁厄理工学院） ； Hunan University（湖南大学） ； ETH Zurich（苏黎世联邦理工学院） 纠错

专题命中 多模态评测 ：multimodal(title)；MLLM(abstract)；分类 cs.CV

Comments Accepted to NeurIPS 2025 Datasets and Benchmarks Track. Dataset and Code: https://github.com/RuipingL/Situat3DChange

Adapting and Evaluating Multimodal Large Language Models for Adolescent Idiopathic Scoliosis Self-Management: A Divide and Conquer Framework

Zhaolong Wu, Pu Luo, Nan Meng, Jason Pui Yin Cheung, Teng Zhang

机构 * Department of Orthopaedics and Traumatology, The University of Hong Kong（骨科与创伤外科部，香港大学） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.AI

Comments Accepted by MICCAI 2025 MLLMCP Workshop

Journal ref Lecture Notes in Computer Science 16147 (2026) 280-289

MIMO: A medical vision language model with visual referring multimodal input and pixel grounding multimodal output

Yanyuan Chen, Dexuan Xu, Yu Huang, Songkun Zhan, Hanpin Wang, Dongxue Chen, Xueping Wang, Meikang Qiu, Hang Li

机构 * School of Software & Microelectronics, Peking University（软件与微电子学院，北京大学） ； School of Computer Science, Peking University（计算机学院，北京大学） ； National Engineering Research Center for Software Engineering, Peking University（软件工程国家工程研究中心，北京大学） ； Peking University Sixth Hospital（北京大学第六医院） ； Augusta University（奥古斯塔大学） ； Peking University First Hospital（北京大学第一医院） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CV

Comments CVPR 2025

MM-HELIX: Boosting Multimodal Long-Chain Reflective Reasoning with Holistic Platform and Adaptive Hybrid Policy Optimization

Xiangyu Zhao, Junming Lin, Tianhao Liang, Yifan Zhou, Wenhao Chai, Yuzhe Gu, Weiyun Wang, Kai Chen, Gen Luo, Wenwei Zhang, Junchi Yan, Hua Yang, Haodong Duan, Xue Yang

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CV

MultiFinBen: Benchmarking Large Language Models for Multilingual and Multimodal Financial Application

Xueqing Peng, Lingfei Qian, Yan Wang, Ruoyu Xiang, Yueru He, Yang Ren, Mingyang Jiang, Vincent Jim Zhang, Yuqing Guo, Jeff Zhao, Huan He, Yi Han, Yun Feng, Yuechen Jiang, Yupeng Cao, Haohang Li, Yangyang Yu, Xiaoyu Wang, Penglei Gao, Shengyuan Lin, Keyi Wang, Shanshan Yang, Yilun Zhao, Zhiwei Liu, Peng Lu, Jerry Huang, Suyuchen Wang, Triantafillos Papadopoulos, Polydoros Giannouris, Efstathia Soufleri, Nuo Chen, Zhiyang Deng, Heming Fu, Yijia Zhao, Mingquan Lin, Meikang Qiu, Kaleb E Smith, Arman Cohan, Xiao-Yang Liu, Jimin Huang, Guojun Xiong, Alejandro Lopez-Lira, Xi Chen, Junichi Tsujii, Jian-Yun Nie, Sophia Ananiadou, Qianqian Xie

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CL

LM Fight Arena: Benchmarking Large Multimodal Models via Game Competition

Yushuo Zheng, Zicheng Zhang, Xiongkuo Min, Huiyu Duan, Guangtao Zhai

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.AI

MAESTRO: Masked AutoEncoders for Multimodal, Multitemporal, and Multispectral Earth Observation Data

Antoine Labatie, Michael Vaccaro, Nina Lardiere, Anatol Garioud, Nicolas Gonthier

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CV

ERR@HRI 2.0 Challenge: Multimodal Detection of Errors and Failures in Human-Robot Conversations

Shiye Cao, Maia Stiber, Amama Mahmood, Maria Teresa Parreira, Wendy Ju, Micol Spitale, Hatice Gunes, Chien-Ming Huang

机构 * Johns Hopkins University（约翰霍普金斯大学） ； Microsoft Research（微软研究院） ； Cornell University（康奈尔大学） ； University of Cambridge（剑桥大学） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.AI

PIT-QMM: A Large Multimodal Model For No-Reference Point Cloud Quality Assessment

Shashank Gupta, Gregoire Phillips, Alan C. Bovik

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Ericsson Research（爱立信研究） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CV

Comments Oral presentation at ICIP 2025

PiCo: Jailbreaking Multimodal Large Language Models via Pictorial Code Contextualization

Aofan Liu, Lulu Tang, Ting Pan, Yuguo Yin, Bin Wang, Ao Yang

机构 * School of Artificial Intelligence, Wuhan University（武汉大学人工智能学院） ； School of Electronic and Computer Engineering, Peking University（北京大学电子与计算机工程学院） ； Beijing Academy of Artificial Intelligence（北京人工智能研究院） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.AI

Comments Accepted to IEEE International Conference on Multimedia and Expo (ICME) 2025

MMReview: A Multidisciplinary and Multimodal Benchmark for LLM-Based Peer Review Automation

Xian Gao, Jiacheng Ruan, Zongyun Zhang, Jingsheng Gao, Ting Liu, Yuzhuo Fu

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

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CL

Comments Work in progress

Dream2Image : An Open Multimodal EEG Dataset for Decoding and Visualizing Dreams with Artificial Intelligence

Yann Bellec

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.AI

Comments 7 Pages, 3 Figures, The Dream2Image dataset is openly available on Hugging Face at: https://huggingface.co/datasets/opsecsystems/Dream2Image

Benchmarking Gaslighting Negation Attacks Against Multimodal Large Language Models

Bin Zhu, Yinxuan Gui, Huiyan Qi, Jingjing Chen, Chong-Wah Ngo, Ee-Peng Lim

机构 * Singapore Management University（新加坡管理大学） ； Fudan University（复旦大学） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CL

Comments Project website: https://yxg1005.github.io/GaslightingNegationAttacks/

When Semantics Mislead Vision: Mitigating Large Multimodal Models Hallucinations in Scene Text Spotting and Understanding

Yan Shu, Hangui Lin, Yexin Liu, Yan Zhang, Gangyan Zeng, Yan Li, Yu Zhou, Ser-Nam Lim, Harry Yang, Nicu Sebe

机构 * University of Trento（特伦托大学） ； Hong Kong University of Science and Technology（香港科学与技术大学） ； University of International Relations（国际关系大学） ； Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） ； School of Cyber Security, University of Chinese Academy of Sciences（中国科学院大学网络安全学院） ； Nanjing University of Science and Technology（南京理工大学） ； VCIP & TMCC & DISSec, College of Computer Science, Nankai University（南开大学计算机学院） ； University of Central Florida（佛罗里达中央大学） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CV

Comments Accepted by NeurIPS 2025

AVerImaTeC: A Dataset for Automatic Verification of Image-Text Claims with Evidence from the Web

Rui Cao, Zifeng Ding, Zhijiang Guo, Michael Schlichtkrull, Andreas Vlachos

机构 * University of Cambridge（剑桥大学） ； Queen Mary University of London（伦敦大学玛丽女王学院） 纠错

专题命中 多模态评测 ：image-text(title,abstract)；分类 cs.CL

Comments accepted at NeurIPS 2025 Datasets and Benchmarks Track

AgentTypo: Adaptive Typographic Prompt Injection Attacks against Black-box Multimodal Agents

Yanjie Li, Yiming Cao, Dong Wang, Bin Xiao

机构 * Computing Department of Hong Kong Polytechnic University（香港理工大学计算机系） ； Computing Department, The Hong Kong Polytechnic University（香港理工大学计算机系） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.AI

Comments 13 pages, 8 figures. Submitted to IEEE Transactions on Information Forensics & Security

FinCall-Surprise: A Large Scale Multi-modal Benchmark for Earning Surprise Prediction

Dong Shu, Yanguang Liu, Huopu Zhang, Mengnan Du

专题命中 多模态评测 ：multi-modal(title,abstract)；分类 cs.MM

ELMF4EggQ: Ensemble Learning with Multimodal Feature Fusion for Non-Destructive Egg Quality Assessment

Md Zahim Hassan, Md. Osama, Muhammad Ashad Kabir, Md. Saiful Islam, Zannatul Naim

机构 * organization= Department of Computer Science ； Engineering, Bangladesh Army University of Science ； Engineering, Rajshahi University of Engineering \& Technology , state= Rajshahi , postcode= 6204 , country= Bangladesh ； organization= School of Computing, Mathematics ； Engineering, Charles Sturt University , city= Bathurst , state= NSW , postcode= 2795 , country= Australia ； organization= Gulbali Institute for Agriculture, Water ； Environment, Charles Sturt University , city= Wagga Wagga , state= NSW , postcode= 2678 , country= Australia ； organization= Department of Animal Production ； Management, Sher-e-Bangla Agricultural University , city= Dhaka , country= Bangladesh 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CV

Comments 30 pages

PGMEL: Policy Gradient-based Generative Adversarial Network for Multimodal Entity Linking

KM Pooja, Cheng Long, Aixin Sun

机构 * Department of Information Technology, Indian Institute of Information Technology, Allahabad India（信息科技系，印度信息科技学院，阿勒颇印度） ； School of Computer Science and Engineering, Nanyang Technological University（计算机科学与工程学院，南洋理工大学） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CL

ImageNet-Think-250K: A Large-Scale Synthetic Dataset for Multimodal Reasoning for Vision Language Models

Krishna Teja Chitty-Venkata, Murali Emani

机构 * Argonne National Laboratory（阿贡国家实验室） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CV

Comments Preprint

Multi-modal Liver Segmentation and Fibrosis Staging Using Real-world MRI Images

Yang Zhou, Kunhao Yuan, Ye Wei, Jishizhan Chen

机构 * Multiscale X-ray Imaging (MXI) Lab, Department of Mechanical Engineering, University College London（多尺度X射线成像实验室，机械工程系，伦敦大学学院） ； Centre for Clinical Brain Sciences, University of Edinburgh（临床脑科学中心，爱丁堡大学） ； MRC Weatherall Institute of Molecular Medicine, University of Oxford（MRC韦伯尔分子医学研究所，牛津大学） 纠错

专题命中 多模态评测 ：multi-modal(title,abstract)；分类 cs.CV

Automated Model Discovery via Multi-modal & Multi-step Pipeline

Lee Jung-Mok, Nam Hyeon-Woo, Moon Ye-Bin, Junhyun Nam, Tae-Hyun Oh

机构 * Dept. of Electrical Engineering, POSTECH（POSTECH电子工程系） ； Samsung Electronics（三星电子） ； School of Computing, KAIST（KAIST计算机科学学院） 纠错

专题命中 多模态评测 ：multi-modal(title,abstract)；分类 cs.AI

FishNet++: Analyzing the capabilities of Multimodal Large Language Models in marine biology

Faizan Farooq Khan, Yousef Radwan, Eslam Abdelrahman, Abdulwahab Felemban, Aymen Mir, Nico K. Michiels, Andrew J. Temple, Michael L. Berumen, Mohamed Elhoseiny

机构 * King Abdullah University of Science and Technology（国王阿卜杜勒-阿齐兹大学科学与技术学院） ； Red Sea Research Center, KAUST（红海研究中心，KAUST） ； Tübingen University（图宾根大学） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CV

Comments 3 figures 8 tables

Radiology's Last Exam (RadLE): Benchmarking Frontier Multimodal AI Against Human Experts and a Taxonomy of Visual Reasoning Errors in Radiology

Suvrankar Datta, Divya Buchireddygari, Lakshmi Vennela Chowdary Kaza, Mrudula Bhalke, Kautik Singh, Ayush Pandey, Sonit Sai Vasipalli, Upasana Karnwal, Hakikat Bir Singh Bhatti, Bhavya Ratan Maroo, Sanjana Hebbar, Rahul Joseph, Gurkawal Kaur, Devyani Singh, Akhil V, Dheeksha Devasya Shama Prasad, Nishtha Mahajan, Ayinaparthi Arisha, Rajesh Vanagundi, Reet Nandy, Kartik Vuthoo, Snigdhaa Rajvanshi, Nikhileswar Kondaveeti, Suyash Gunjal, Rishabh Jain, Rajat Jain, Anurag Agrawal

机构 * Centre for Responsible Autonomous Systems in Healthcare (CRASH) Lab, Koita Centre for Digital Health（负责任的自主医疗系统中心（CRASH）实验室、Koita数字健康中心） ； Ashoka University（阿什oka大学） ； Independent Researcher（独立研究者） ； Koita Centre for Digital Health（Koita数字健康中心） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.AI

Comments 29 pages, 7 figures, 7 tables, includes Annexure (1). Part of the work accepted at RSNA 2025 (Cutting Edge Oral Presentation)

SCI-Reason: A Dataset with Chain-of-Thought Rationales for Complex Multimodal Reasoning in Academic Areas

Chenghao Ma, Haihong E., Junpeng Ding, Jun Zhang, Ziyan Ma, Huang Qing, Bofei Gao, Liang Chen, Yifan Zhu, Meina Song

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.MM

Comments Submitted to ICCV 2025. 11 pages (including references)

A Scalable Distributed Framework for Multimodal GigaVoxel Image Registration

Rohit Jena, Vedant Zope, Pratik Chaudhari, James C. Gee

机构 * University of Pennsylvania（宾夕法尼亚大学） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)；分类 cs.CV

Rethinking Unsupervised Cross-modal Flow Estimation: Learning from Decoupled Optimization and Consistency Constraint

Runmin Zhang, Jialiang Wang, Si-Yuan Cao, Zhu Yu, Junchen Yu, Guangyi Zhang, Hui-Liang Shen

机构 * College of Information Science and Electronic Engineering, Zhejiang University（浙江大学信息科学与电子工程学院） ； Ningbo Global Innovation Center, Zhejiang University（浙江大学宁波全球创新中心） ； NingboTech University（宁波科技大学） 纠错

专题命中 多模态评测 ：cross-modal(title,abstract)；分类 cs.CV