多模态大模型

ThinkFake: Reasoning in Multimodal Large Language Models for AI-Generated Image Detection

Tai-Ming Huang, Wei-Tung Lin, Kai-Lung Hua, Wen-Huang Cheng, Junichi Yamagishi, Jun-Cheng Chen

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

OmniWorld: A Multi-Domain and Multi-Modal Dataset for 4D World Modeling

Yang Zhou, Yifan Wang, Jianjun Zhou, Wenzheng Chang, Haoyu Guo, Zizun Li, Kaijing Ma, Xinyue Li, Yating Wang, Haoyi Zhu, Mingyu Liu, Dingning Liu, Jiange Yang, Zhoujie Fu, Junyi Chen, Chunhua Shen, Jiangmiao Pang, Kaipeng Zhang, Tong He

机构 * Shanghai AI Lab（上海人工智能实验室） 纠错

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

Comments https://yangzhou24.github.io/OmniWorld/

Towards Visual Text Grounding of Multimodal Large Language Model

Ming Li, Ruiyi Zhang, Jian Chen, Chenguang Wang, Jiuxiang Gu, Yufan Zhou, Franck Dernoncourt, Wanrong Zhu, Tianyi Zhou, Tong Sun

机构 * Adobe Research（Adobe研究院） ； University of Maryland（马里兰大学） ； University at Buffalo（布法罗大学） 纠错

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

When Words Can't Capture It All: Towards Video-Based User Complaint Text Generation with Multimodal Video Complaint Dataset

Sarmistha Das, R E Zera Marveen Lyngkhoi, Kirtan Jain, Vinayak Goyal, Sriparna Saha, Manish Gupta

机构 * Indian Institute of Technology Patna（印度帕纳布理工大学） ； Microsoft, India（微软印度） 纠错

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

EndoBench: A Comprehensive Evaluation of Multi-Modal Large Language Models for Endoscopy Analysis

Shengyuan Liu, Boyun Zheng, Wenting Chen, Zhihao Peng, Zhenfei Yin, Jing Shao, Jiancong Hu, Yixuan Yuan

机构 * Chinese University of Hong Kong（中国香港大学） ； City University of Hong Kong（香港城市大学） ； University of Oxford（牛津大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； The Sixth Affiliated Hospital, Sun Yat-sen University（中山大学第六附属医院） 纠错

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

Comments 40 pages, 22 figures; Accepted by NeurIPS 2025 Dataset and Benchmark Track

Multimodal Reference Visual Grounding

Yangxiao Lu, Ruosen Li, Liqiang Jing, Jikai Wang, Xinya Du, Yunhui Guo, Nicholas Ruozzi, Yu Xiang

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

Comments Project page with our code and dataset: https://irvlutd.github.io/MultiGrounding

Improved Therapeutic Antibody Reformatting through Multimodal Machine Learning

Jiayi Xin, Aniruddh Raghu, Nick Bhattacharya, Adam Carr, Melanie Montgomery, Hunter Elliott

机构 * University of Pennsylvania（宾夕法尼亚大学） ； BigHat Biosciences（BigHat生物技术公司） 纠错

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

Comments NeurIPS 2025 AI4Science Workshop and NeurIPS 2025 Multi-modal Foundation Models and Large Language Models for Life Sciences Workshop

SCORE: A Semantic Evaluation Framework for Generative Document Parsing

Renyu Li, Antonio Jimeno Yepes, Yao You, Kamil Pluciński, Maximilian Operlejn, Crag Wolfe

机构 * Unstructured Technologies 纠错

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

BAP v2: An Enhanced Task Framework for Instruction Following in Minecraft Dialogues

Prashant Jayannavar, Liliang Ren, Marisa Hudspeth, Risham Sidhu, Charlotte Lambert, Ariel Cordes, Elizabeth Kaplan, Anjali Narayan-Chen, Julia Hockenmaier

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Microsoft（微软） ； University of Massachusetts Amherst（马萨诸塞大学阿姆赫斯特分校） ； Amazon（亚马逊） ； Amazon AGI（亚马逊人工智能实验室） 纠错

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

Comments major revision; few examples of changes: added contemporary LLMs and new SOTA model, improved readability, expanded related work, etc

Frontiers in Intelligent Colonoscopy

Ge-Peng Ji, Jingyi Liu, Peng Xu, Nick Barnes, Fahad Shahbaz Khan, Salman Khan, Deng-Ping Fan

机构 * Nankai Institute of Advanced Research (SHENZHEN FUTIAN)（南开先进研究院（深圳福田）） ； College of Computer Science & VCIP, Nankai University（计算机科学与VCIP学院，南开大学） ； School of Computing, Australian National University（计算学院，澳大利亚国立大学） ； Graduate School of Science and Technology, Keio University（科学与技术研究生院，庆应大学） ； Department of Electronic Engineering, Tsinghua University（电子工程系，清华大学） ； Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） 纠错

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

Comments [Work in progress] A comprehensive survey of intelligent colonoscopy in the multimodal era. [Updated Version V2] New training strategy for colonoscopy-specific multimodal language model

Journal ref Machine Intelligence Research 2025

What are Foundation Models Cooking in the Post-Soviet World?

Anton Lavrouk, Tarek Naous, Alan Ritter, Wei Xu

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

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

Comments Accepted to EMNLP 2025 Main Conference

MMSE-Calibrated Few-Shot Prompting for Alzheimer's Detection

Jana Sweidan, Mounim A. El-Yacoubi, Nasredine Semmar

专题命中 多模态评测 ：multimodal(abstract)

Oversampling and Downsampling with Core-Boundary Awareness: A Data Quality-Driven Approach

Samir Brahim Belhaouari, Yunis Carreon Kahalan, Humaira Shaffique, Ismael Belhaouari, Ashhadul Islam

机构 * Hamad Bin Khalifa University（哈马德·本·卡尔法大学） ； Maastricht University（马斯特里赫特大学） ； KTH Royal Institute of Technology（皇家理工学院） 纠错

专题命中 多模态评测 ：multimodal(abstract)

A Measurement Report Data-Driven Framework for Localized Statistical Channel Modeling

Xinyu Qin, Ye Xue, Qi Yan, Shutao Zhang, Bingsheng Peng, Tsung-Hui Chang

机构 * Shenzhen Research Institute of Big Data, School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen, Guangdong（深圳大数据研究院，科学与工程学院，香港中文大学（深圳）） ； Shenzhen Research Institute of Big Data, School of Data Science, The Chinese University of Hong Kong, Shenzhen, Guangdong（深圳大数据研究院，数据科学学院，香港中文大学（深圳）） ； Networking and User Experience Lab, Huawei Technologies（网络与用户体验实验室，华为技术） 纠错

专题命中 多模态评测 ：multi-modal(abstract)