多模态大模型

Q-Mirror: Unlocking the Multi-Modal Potential of Scientific Text-Only QA Pairs

Junying Wang, Zicheng Zhang, Ye Shen, Yalun Wu, Yingji Liang, Yijin Guo, Farong Wen, Wenzhe Li, Xuezhi Zhao, Qi Jia, Guangtao Zhai

机构 * Fudan University（复旦大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

Comments 25 pages

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)

DGM4+: Dataset Extension for Global Scene Inconsistency

Gagandeep Singh, Samudi Amarsinghe, Priyanka Singh, Xue Li

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

Comments 8 pages, 3 figures

Seeing Before Reasoning: A Unified Framework for Generalizable and Explainable Fake Image Detection

Kaiqing Lin, Zhiyuan Yan, Ruoxin Chen, Junyan Ye, Ke-Yue Zhang, Yue Zhou, Peng Jin, Bin Li, Taiping Yao, Shouhong Ding

机构 * Guangdong Provincial Key Laboratory of Intelligent Information Processing, Shenzhen Key Laboratory of Media Security, and SZU-AFS Joint Innovation Center for AI Technology（广东省智能信息处理重点实验室、深圳媒体安全重点实验室及深圳大学-AFS联合人工智能技术创新中心） ； Tencent Youtu Lab（腾讯优图实验室） ； Peking University（北京大学） ； Sun Yat-Sen University（中山大学） 纠错

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

VELA: An LLM-Hybrid-as-a-Judge Approach for Evaluating Long Image Captions

Kazuki Matsuda, Yuiga Wada, Shinnosuke Hirano, Seitaro Otsuki, Komei Sugiura

机构 * Keio University（庆应大学） 纠错

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

Comments EMNLP 2025 Main Conference

iVISPAR -- An Interactive Visual-Spatial Reasoning Benchmark for VLMs

Julius Mayer, Mohamad Ballout, Serwan Jassim, Farbod Nosrat Nezami, Elia Bruni

机构 * Institute of Cognitive Science, Osnabrück University（认知科学研究所，奥斯纳布吕克大学） 纠错

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

When Does Multimodality Lead to Better Time Series Forecasting?

Xiyuan Zhang, Boran Han, Haoyang Fang, Abdul Fatir Ansari, Shuai Zhang, Danielle C. Maddix, Cuixiong Hu, Andrew Gordon Wilson, Michael W. Mahoney, Hao Wang, Yan Liu, Huzefa Rangwala, George Karypis, Bernie Wang

机构 * Amazon Web Services（亚马逊网络服务） 纠错

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

Benchmarking Egocentric Visual-Inertial SLAM at City Scale

Anusha Krishnan, Shaohui Liu, Paul-Edouard Sarlin, Oscar Gentilhomme, David Caruso, Maurizio Monge, Richard Newcombe, Jakob Engel, Marc Pollefeys

机构 * ETH Zurich（苏黎世联邦理工学院） ； Google（谷歌） ； Meta Reality Labs Research（Meta现实实验室） ； Microsoft Spatial AI Lab（微软空间人工智能实验室） 纠错

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

Comments ICCV 2025

Indoor/Outdoor Spectrum Sharing Enabled by GNSS-based Classifiers

Hossein Nasiri, Muhammad Iqbal Rochman, Monisha Ghosh

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

Comments To be published in the proceedings of IEEE Military Communications Conference (MILCOM) 2025

Logo-VGR: Visual Grounded Reasoning for Open-world Logo Recognition

Zichen Liang, Jingjing Fei, Jie Wang, Zheming Yang, Changqing Li, Pei Wu, Minghui Qiu, Fei Yang, Xialei Liu

机构 * VCIP, CS, Nankai University（南开大学计算机科学与技术学院） 纠错

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

Marginal Flow: a flexible and efficient framework for density estimation

Marcello Massimo Negri, Jonathan Aellen, Manuel Jahn, AmirEhsan Khorashadizadeh, Volker Roth

机构 * Department of Computer Science University of Basel（计算机科学系伯尔尼大学） 纠错

专题命中 多模态评测 ：multi-modal(abstract)

AQuaMaM: An Autoregressive, Quaternion Manifold Model for Rapidly Estimating Complex SO(3) Distributions

Michael A. Alcorn

机构 * USDA（美国农业部） 纠错

专题命中 多模态评测 ：multimodal(abstract)

Comments Accepted to the Non-Euclidean Foundation Models and Geometric Learning workshop at NeurIPS 2025