多模态大模型

English Pronunciation Evaluation without Complex Joint Training: LoRA Fine-tuned Speech Multimodal LLM

Taekyung Ahn, Hosung Nam

机构 * Enuma, Inc.（Enuma公司） ； Korea University（韩国大学） 纠错

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

Prompt-based Multimodal Semantic Communication for Multi-spectral Image Segmentation

Haoshuo Zhang, Yufei Bo, Hongwei Zhang, Meixia Tao

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

Comments The full-length version, arXiv:2508.20057, has been updated

PathMR: Multimodal Visual Reasoning for Interpretable Pathology Diagnosis

Ye Zhang, Yu Zhou, Jingwen Qi, Yongbing Zhang, Simon Puettmann, Finn Wichmann, Larissa Pereira Ferreira, Lara Sichward, Julius Keyl, Sylvia Hartmann, Shuo Zhao, Hongxiao Wang, Xiaowei Xu, Jianxu Chen

机构 * School of Computer Science and Technology, Harbin Institute of Technology（哈尔滨工业大学计算机科学与技术学院） ； Leibniz-Institut für Analytische Wissenschaften – ISAS – e.V.（莱比锡分析科学研究所（ISAS）） ； Department of Pathology, The Sixth Affiliated Hospital, Sun Yat-sen University（中山大学第六附属医院病理科部） ； Institute of Pathology, University Hospital Essen（埃森大学医院病理科研究所） ； Academy for Multidisciplinary Studies, Capital Normal University（首都师范大学多学科研究学院） 纠错

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

BannerAgency: Advertising Banner Design with Multimodal LLM Agents

Heng Wang, Yotaro Shimose, Shingo Takamatsu

机构 * Sony Group Corporation（索尼集团） 纠错

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

Comments Accepted as a main conference paper at EMNLP 2025

ShizhenGPT: Towards Multimodal LLMs for Traditional Chinese Medicine

Junying Chen, Zhenyang Cai, Zhiheng Liu, Yunjin Yang, Rongsheng Wang, Qingying Xiao, Xiangyi Feng, Zhan Su, Jing Guo, Xiang Wan, Guangjun Yu, Haizhou Li, Benyou Wang

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

Benchmarking GPT-5 for Zero-Shot Multimodal Medical Reasoning in Radiology and Radiation Oncology

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

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

RadarQA: Multi-modal Quality Analysis of Weather Radar Forecasts

Xuming He, Zhiyuan You, Junchao Gong, Couhua Liu, Xiaoyu Yue, Peiqin Zhuang, Wenlong Zhang, Lei Bai

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； ZheJiang University（浙江大学） ； The Chinese University of Hong Kong（香港中文大学） ； Center for Earth System Modeling and Prediction of China Meteorological Administration（中国气象局地球系统模拟与预测中心） 纠错

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

Hardness-Aware Dynamic Curriculum Learning for Robust Multimodal Emotion Recognition with Missing Modalities

Rui Liu, Haolin Zuo, Zheng Lian, Hongyu Yuan, Qi Fan

机构 * Inner Mongolia University（内蒙古大学） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） 纠错

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

RealTalk-CN: A Realistic Chinese Speech-Text Dialogue Benchmark With Cross-Modal Interaction Analysis

Enzhi Wang, Qicheng Li, Shiwan Zhao, Aobo Kong, Jiaming Zhou, Xi Yang, Yequan Wang, Yonghua Lin, Yong Qin

机构 * TMCC, College of Computer Science, Nankai University（TMCC，计算机科学学院，南开大学） ； Beijing Academy of Artificial Intelligence (BAAI)（北京人工智能研究院） 纠错

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

Comments 9 pages

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

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

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

Comments ICCV 2025

Argus Inspection: Do Multimodal Large Language Models Possess the Eye of Panoptes?

Yang Yao, Lingyu Li, Jiaxin Song, Chiyu Chen, Zhenqi He, Yixu Wang, Xin Wang, Tianle Gu, Jie Li, Yan Teng, Yingchun Wang

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； The University of Hong Kong（香港大学） ； Shanghai Jiao Tong University（上海交通大学） ； The Hong Kong University of Science and Technology（香港科学与技术大学） ； Fudan University（复旦大学） ； Tsinghua University（清华大学） 纠错

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

FinMMR: Make Financial Numerical Reasoning More Multimodal, Comprehensive, and Challenging

Zichen Tang, Haihong E, Jiacheng Liu, Zhongjun Yang, Rongjin Li, Zihua Rong, Haoyang He, Zhuodi Hao, Xinyang Hu, Kun Ji, Ziyan Ma, Mengyuan Ji, Jun Zhang, Chenghao Ma, Qianhe Zheng, Yang Liu, Yiling Huang, Xinyi Hu, Qing Huang, Zijian Xie, Shiyao Peng

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

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

Comments Accepted by ICCV 2025. arXiv admin note: text overlap with arXiv:2311.06602 by other authors

ConfProBench: A Confidence Evaluation Benchmark for MLLM-Based Process Judges

Yue Zhou, Yi Chang, Yuan Wu

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

Evaluating the Robustness of Multimodal Agents Against Active Environmental Injection Attacks

Yurun Chen, Xavier Hu, Keting Yin, Juncheng Li, Shengyu Zhang

机构 * School of Software Technology Zhejiang University Hangzhou Zhejiang China（软件技术学院浙江大学杭州浙江中国） ； Zhejiang University（浙江大学） 纠错

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

Comments Accepted at ACM MM 2025 Main Conference

Nexus-INR: Diverse Knowledge-guided Arbitrary-Scale Multimodal Medical Image Super-Resolution

Bo Zhang, JianFei Huo, Zheng Zhang, Wufan Wang, Hui Gao, Xiangyang Gong, Wendong Wang

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

Coherent Multimodal Reasoning with Iterative Self-Evaluation for Vision-Language Models

Wenjie Luo, Ruocheng Li, Shanshan Zhu, Julian Perry

机构 * Fujian University of Technology（福建工程大学） ； Delta University for Science and Technology（科技大学） 纠错

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

ADS-Edit: A Multimodal Knowledge Editing Dataset for Autonomous Driving Systems

Chenxi Wang, Jizhan Fang, Xiang Chen, Bozhong Tian, Ziwen Xu, Huajun Chen, Ningyu Zhang

机构 * Zhejiang University,\ University - Ant \ Joint Laboratory of Knowledge Graph Hangzhou China ； Zhejiang University,\ University - Ant \ Joint Laboratory of Knowledge Graph 纠错

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

Comments ACM MM 2025

ModalFormer: Multimodal Transformer for Low-Light Image Enhancement

Alexandru Brateanu, Raul Balmez, Ciprian Orhei, Codruta Ancuti, Cosmin Ancuti

机构 * Department of Computer Science University of Manchester（计算机科学系曼彻斯特大学） ； Department of Computer and Information Technology Politehnica University of Timisoara（计算机与信息科技系蒂米什瓦拉工业大学） 纠错

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

MMCircuitEval: A Comprehensive Multimodal Circuit-Focused Benchmark for Evaluating LLMs

Chenchen Zhao, Zhengyuan Shi, Xiangyu Wen, Chengjie Liu, Yi Liu, Yunhao Zhou, Yuxiang Zhao, Hefei Feng, Yinan Zhu, Gwok-Waa Wan, Xin Cheng, Weiyu Chen, Yongqi Fu, Chujie Chen, Chenhao Xue, Guangyu Sun, Ying Wang, Yibo Lin, Jun Yang, Ning Xu, Xi Wang, Qiang Xu

机构 * Department of Computer Science and Engineering, The Chinese University of Hong Kong（中国香港中文大学计算机科学与工程系） ； School of Electronic Science and Engineering, Nanjing University（南京大学电子科学与工程学院） ； School of Integrated Circuits, Peking University（北京大学集成电路学院） ； School of Intergrated Circuits, Southeast University（东南大学集成电路学院） ； School of Computer Science and Engineering, Southeast University（东南大学计算机科学与工程学院） ； Department of Computer Science and Technology, University of Chinese Academy of Sciences（中国科学院大学计算机科学与技术系） ； National Center of Technology Innovation for EDA（EDA技术创新国家中心） 纠错

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

Comments 10 pages, 1 figure, 5 tables. To appear in ICCAD 2025

PRE-MAP: Personalized Reinforced Eye-tracking Multimodal LLM for High-Resolution Multi-Attribute Point Prediction

Hanbing Wu, Ping Jiang, Anyang Su, Chenxu Zhao, Tianyu Fu, Minghui Wu, Beiping Tan, Huiying Li

机构 * Jilin University（吉林大学） ； Peking University（北京大学） ； Mininglamp Technology（Mininglamp科技） 纠错

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

PDB-Eval: An Evaluation of Large Multimodal Models for Description and Explanation of Personalized Driving Behavior

Junda Wu, Jessica Echterhoff, Kyungtae Han, Amr Abdelraouf, Rohit Gupta, Julian McAuley

机构 * Computer Science and Engineering University of California San Diego（计算机科学与工程大学加州大学圣地亚哥分校） ； InfoTech Labs Toyota Motor North America（信息科技实验室丰田北美） 纠错

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

Multimodal-Guided Dynamic Dataset Pruning for Robust and Efficient Data-Centric Learning

Suorong Yang, Peijia Li, Yujie Liu, Zhiming Xu, Peng Ye, Wanli Ouyang, Furao Shen, Dongzhan Zhou

机构 * National Key Laboratory for Novel Software Technology, Nanjing University（新型软件技术国家重点实验室，南京大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； 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)；multimodal foundation model(abstract)；分类 cs.CV

AdaptiSent: Context-Aware Adaptive Attention for Multimodal Aspect-Based Sentiment Analysis

S M Rafiuddin, Sadia Kamal, Mohammed Rakib, Arunkumar Bagavathi, Atriya Sen

机构 * Department of Computer Science Oklahoma State University（计算机科学系奥克拉荷马州立大学） 纠错

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

Comments 12 pages (including references), 2 figures (Fig. 1 overview, Fig. 2 hyperparameter sensitivity with two subplots), 6 tables (performance, ablation, dataset stats, case studies, etc.), accepted at ASONAM 2025 (Social Network Analysis and Mining)

VideoConviction: A Multimodal Benchmark for Human Conviction and Stock Market Recommendations

Michael Galarnyk, Veer Kejriwal, Agam Shah, Yash Bhardwaj, Nicholas Meyer, Anand Krishnan, Sudheer Chava

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Stanford University（斯坦福大学） 纠错

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

MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine

Yunfei Xie, Ce Zhou, Lang Gao, Juncheng Wu, Xianhang Li, Hong-Yu Zhou, Sheng Liu, Lei Xing, James Zou, Cihang Xie, Yuyin Zhou

机构 * Huazhong University of Science and Technology（华中科技大学） ； UC Santa Cruz（加州大学圣克ruz分校） ； Harvard University（哈佛大学） ； Stanford University（斯坦福大学） 纠错

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

Comments The dataset is publicly available at https://yunfeixie233.github.io/MedTrinity-25M/. Accepted to ICLR 2025

Are They the Same? Exploring Visual Correspondence Shortcomings of Multimodal LLMs

Yikang Zhou, Tao Zhang, Shilin Xu, Shihao Chen, Qianyu Zhou, Yunhai Tong, Shunping Ji, Jiangning Zhang, Lu Qi, Xiangtai Li

机构 * Wuhan University（武汉大学） ； Bytedance Seed（字节跳动种子） ； Peking University（北京大学） ； Zhejiang University（浙江大学） ； SJTU（上海交通大学） 纠错

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

Comments Accepted by ICCV2025

Dual Modality-Aware Gated Prompt Tuning for Few-Shot Multimodal Sarcasm Detection

Soumyadeep Jana, Abhrajyoti Kundu, Sanasam Ranbir Singh

机构 * IIT Guwahati（印度果阿瓦提理工学院） 纠错

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

AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models

Ziyin Zhou, Yunpeng Luo, Yuanchen Wu, Ke Sun, Jiayi Ji, Ke Yan, Shouhong Ding, Xiaoshuai Sun, Yunsheng Wu, Rongrong Ji

机构 * Key Laboratory of Multimedia Trusted Perception and Efficient Computing, Ministry of Education of China, Xiamen University（中国教育部多媒体可信感知与高效计算重点实验室，厦门大学） ； Tencent YouTu Lab（腾讯YouTu实验室） 纠错

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

Comments Accepted to ICCV 2025

EmoVerse: Exploring Multimodal Large Language Models for Sentiment and Emotion Understanding

Ao Li, Longwei Xu, Chen Ling, Jinghui Zhang, Pengwei Wang

机构 * Shandong University（山东大学） ； Xi’an Jiaotong University（西安交通大学） 纠错

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