多模态大模型

MULTI: Multimodal Understanding Leaderboard with Text and Images

Zichen Zhu, Yang Xu, Lu Chen, Jingkai Yang, Yichuan Ma, Yiming Sun, Hailin Wen, Jiaqi Liu, Jinyu Cai, Yingzi Ma, Situo Zhang, Zihan Zhao, Liangtai Sun, Kai Yu

机构 * X-LANCE Lab, School of Computer Science, Key Laboratory of Artificial Intelligence\ of Education, Shanghai Jiao Tong University, Shanghai 200240 , China ； Jiangsu Key Lab of Language Computing, Suzhou 215123 , China ； College of Computing ； Data Science, Nanyang Technological University, Singapore 639798 , Singapore ； Suzhou Laboratory, Suzhou 215123 , China 纠错

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

Comments 24 pages, 19 figures, 10 tables. Details and access are available at: https://OpenDFM.github.io/MULTI-Benchmark/

Journal ref Sci. China Inf. Sci. 68, 200107 (2025)

LibEMER: A novel benchmark and algorithms library for EEG-based Multimodal Emotion Recognition

Zejun Liu, Yunshan Chen, Chengxi Xie, Yugui Xie, Huan Liu

机构 * XJTU-POLIMI Joint School, Xi'an Jiaotong University School of Computer Science ； Technology, Xi'an Jiaotong University MIGU Video Co., Ltd., Shanghai, China 纠错

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

Comments 5 pages, 2 figures

Time-IMM: A Dataset and Benchmark for Irregular Multimodal Multivariate Time Series

Ching Chang, Jeehyun Hwang, Yidan Shi, Haixin Wang, Wen-Chih Peng, Tien-Fu Chen, Wei Wang

机构 * University of California, Los Angeles（加州大学洛杉矶分校） ； National Yang Ming Chiao Tung University（国立阳明交通大学） 纠错

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

Comments This paper has been accepted by the NeurIPS 2025 Datasets and Benchmarks Track

MIRROR: Multimodal Cognitive Reframing Therapy for Rolling with Resistance

Subin Kim, Hoonrae Kim, Jihyun Lee, Yejin Jeon, Gary Geunbae Lee

机构 * KT Corporation, Republic of Korea（韩国KT公司） ； Graduate School of Artificial Intelligence, POSTECH, Republic of Korea（POSTECH人工智能研究生院） ； Computer Science and Engineering, POSTECH, Republic of Korea（POSTECH计算机科学与工程系） 纠错

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

Comments EMNLP 2025 Main

Human-MME: A Holistic Evaluation Benchmark for Human-Centric Multimodal Large Language Models

Yuansen Liu, Haiming Tang, Jinlong Peng, Jiangning Zhang, Xiaozhong Ji, Qingdong He, Wenbin Wu, Donghao Luo, Zhenye Gan, Junwei Zhu, Yunhang Shen, Chaoyou Fu, Chengjie Wang, Xiaobin Hu, Shuicheng Yan

机构 * Yuan-Hou（元侯） 纠错

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

Fusion Meets Diverse Conditions: A High-diversity Benchmark and Baseline for UAV-based Multimodal Object Detection with Condition Cues

Chen Chen, Kangcheng Bin, Ting Hu, Jiahao Qi, Xingyue Liu, Tianpeng Liu, Zhen Liu, Yongxiang Liu, Ping Zhong

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

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

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

BlendFL: Blended Federated Learning for Handling Multimodal Data Heterogeneity

Alejandro Guerra-Manzanares, Omar El-Herraoui, Michail Maniatakos, Farah E. Shamout

机构 * \dagger（共同第一作者） 纠错

专题命中 多模态评测 ：multimodal(title,abstract)

MMLongCite: A Benchmark for Evaluating Fidelity of Long-Context Vision-Language Models

Keyan Zhou, Zecheng Tang, Lingfeng Ming, Guanghao Zhou, Qiguang Chen, Dan Qiao, Zheming Yang, Libo Qin, Minghui Qiu, Juntao Li, Min Zhang

机构 * Soochow University（苏州大学） ； ByteDance（字节跳动） ； Harbin Institute of Technology（哈尔滨工业大学） ； Central South University（中南大学） 纠错

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

EgoSocial: Benchmarking Proactive Intervention Ability of Omnimodal LLMs via Egocentric Social Interaction Perception

Xijun Wang, Tanay Sharma, Achin Kulshrestha, Abhimitra Meka, Aveek Purohit, Dinesh Manocha

机构 * University of Maryland, College Park（马里兰大学学院市分校） 纠错

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

AutoPR: Let's Automate Your Academic Promotion!

Qiguang Chen, Zheng Yan, Mingda Yang, Libo Qin, Yixin Yuan, Hanjing Li, Jinhao Liu, Yiyan Ji, Dengyun Peng, Jiannan Guan, Mengkang Hu, Yantao Du, Wanxiang Che

机构 * LARG ； Research Center for Social Computing and Interactive Robotics（社会计算与交互机器人研究室） ； Harbin Institute of Technology（哈尔滨工业大学） ； School of Computer Science and Engineering（计算机科学与工程学院） ； Central South University（中南大学） ； The University of Hong Kong（香港大学） ； ByteDance China (Seed)（字节跳动中国（种子）） 纠错

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

Comments Preprint. Code: https://github.com/LightChen233/AutoPR . Benchmark: https://huggingface.co/datasets/yzweak/PRBench

RealEngine: Simulating Autonomous Driving in Realistic Context

Junzhe Jiang, Nan Song, Jingyu Li, Xiatian Zhu, Li Zhang

机构 * School of Data Science, Fudan University（复旦大学数据科学学院） ； University of Surrey（萨里大学） 纠错

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