多模态大模型

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

Modeling Human Responses to Multimodal AI Content

Zhiqi Shen, Shaojing Fan, Danni Xu, Terence Sim, Mohan Kankanhalli

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

Serial Over Parallel: Learning Continual Unification for Multi-Modal Visual Object Tracking and Benchmarking

Zhangyong Tang, Tianyang Xu, Xuefeng Zhu, Chunyang Cheng, Tao Zhou, Xiaojun Wu, Josef Kittler

机构 * Jiangnan University（江南大学） ； Nanjing University of Science and Technology（南京理工大学） ； University of Surrey（萨里大学） 纠错

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

Comments ACMMM 2025

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 多模态评测 ：multimodal(title,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

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

Comments Accepted by ICCV 2025

Stress Detection from Multimodal Wearable Sensor Data

Paul Schreiber, Beyza Cinar, Lennart Mackert, Maria Maleshkova

专题命中 多模态评测 ：multimodal(title)；multi-modal(abstract)

EditGarment: An Instruction-Based Garment Editing Dataset Constructed with Automated MLLM Synthesis and Semantic-Aware Evaluation

Deqiang Yin, Junyi Guo, Huanda Lu, Fangyu Wu, Dongming Lu

机构 * Xi'an Jiaotong-Liverpool University（西安交通大学利物浦大学） ； NingboTech University（宁波科技学院） ； Zhejiang University（浙江大学） 纠错

专题命中 多模态评测 ：MLLM(title)；分类 cs.CV

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 多模态评测 ：multimodal(abstract)；分类 cs.CV、cs.AI

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 多模态评测 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments Proceedings of the 33rd ACM International Conference on Multimedia

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 多模态评测 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments Working in progress

Who Benefits from AI Explanations? Towards Accessible and Interpretable Systems

Maria J. P. Peixoto, Akriti Pandey, Ahsan Zaman, Peter R. Lewis

机构 * Ontario Tech University（安大略技术大学） 纠错

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

Comments Paper accepted for the IJCAI 2025 Workshop on Explainable Artificial Intelligence (XAI): https://sites.google.com/view/xai2025/proceedings

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 多模态评测 ：multimodal(abstract)；分类 cs.CV

Comments 9 pages, 6 figures