医学 AI

More performant and scalable: Rethinking contrastive vision-language pre-training of radiology in the LLM era

Yingtai Li, Haoran Lai, Xiaoqian Zhou, Shuai Ming, Wenxin Ma, Wei Wei, Shaohua Kevin Zhou

机构 * School of Biomedical Engineering, Division of Life Sciences ； Medicine, University of Science ； Technology of China (USTC), Hefei Anhui, 230026, China Center for Medical Imaging, Robotics, Analytic Computing \& Learning (MIRACLE), Suzhou Institute for Advance Research, USTC, Suzhou Jiangsu, 215123, China The First Affiliated Hospital of USTC, Division of Life Sciences ； Medicine, USTC, Hefei Anhui, 230001, China Jiangsu Provincial Key Laboratory of Multimodal Digital Twin Technology, Suzhou Jiangsu, 215123, China State Key Laboratory of Precision 纠错

专题命中 医学影像 ：radiology(title,abstract)；medical AI(abstract)；CT(abstract)；diagnosis(abstract)

Comments MICCAI 2025

Sample-Aware Test-Time Adaptation for Medical Image-to-Image Translation

Irene Iele, Francesco Di Feola, Valerio Guarrasi, Paolo Soda

机构 * Unit of Artificial Intelligence and Computer Systems, Department of Engineering, Università Campus Bio-Medico di Roma（人工智能与计算机系统单位，工程系，罗马生物医学大学） ； Department of Diagnostics and Intervention, Radiation Physics, Biomedical Engineering, Umeå University（诊断与干预系，辐射物理，生物医学工程，乌梅大学） 纠错

专题命中 医学影像 ：medical image(title,abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV

Pitfalls of defacing whole-head MRI: re-identification risk with diffusion models and compromised research potential

Chenyu Gao, Kaiwen Xu, Michael E. Kim, Lianrui Zuo, Zhiyuan Li, Derek B. Archer, Timothy J. Hohman, Ann Zenobia Moore, Luigi Ferrucci, Lori L. Beason-Held, Susan M. Resnick, Christos Davatzikos, Jerry L. Prince, Bennett A. Landman

专题命中 医学影像 ：MRI(title,abstract)；CT(abstract)；分类 cs.CV、eess.IV

Comments Accepted to Computers in Biology and Medicine

DinoAtten3D: Slice-Level Attention Aggregation of DinoV2 for 3D Brain MRI Anomaly Classification

Fazle Rafsani, Jay Shah, Catherine D. Chong, Todd J. Schwedt, Teresa Wu

机构 * Arizona State University（亚利桑那州立大学） ； Mayo Clinic, Arizona（梅奥诊所（亚利桑那）） 纠错

专题命中 医学影像 ：MRI(title)；medical image(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments ACCEPTED at the ICCV 2025 Workshop on Anomaly Detection with Foundation Models

A Computational Pipeline for Patient-Specific Modeling of Thoracic Aortic Aneurysm: From Medical Image to Finite Element Analysis

Jiasong Chen, Linchen Qian, Ruonan Gong, Christina Sun, Tongran Qin, Thuy Pham, Caitlin Martin, Mohammad Zafar, John Elefteriades, Wei Sun, Liang Liang

专题命中 医学影像 ：medical image(title,abstract)；CT(abstract)；分类 eess.IV

Enhancing Dual Network Based Semi-Supervised Medical Image Segmentation with Uncertainty-Guided Pseudo-Labeling

Yunyao Lu, Yihang Wu, Ahmad Chaddad, Tareef Daqqaq, Reem Kateb

机构 * School of Artificial Intelligence, Guilin University of Electronic Technology, Guilin, China, 541004（桂林电子科技大学人工智能学院） ； The Laboratory for Imagery, Vision and Artificial Intelligence, École de Technologie Supérieure, Montreal, Canada, H3C 1K3（影像、视觉与人工智能实验室） ； College of Medicine, Taibah University, Al Madinah, Saudi Arabia, 42353（塔布大学医学院） ； Department of Radiology, Prince Mohammed Bin Abdulaziz Hospital, Ministry of National Guard Health Affairs, Al Madinah, Saudi Arabia, 42324（王子穆罕默德·本·阿卜杜勒阿齐兹医院放射科） ； College of Computer Science and Engineering, Taibah University, Madinah, Saudi Arabia, 42353（塔布大学计算机科学与工程学院） ； College of Computer Science and Engineering, Jeddah University, Jeddah, Saudi Arabia, 23445（吉达大学计算机科学与工程学院） 纠错

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV

Comments Accpeted in Knowledge-Based Systems

Data Scaling Laws for Radiology Foundation Models

Maximilian Ilse, Harshita Sharma, Anton Schwaighofer, Sam Bond-Taylor, Fernando Pérez-García, Olesya Melnichenko, Anne-Marie G. Sykes, Kelly K. Horst, Ashish Khandelwal, Maxwell Reynolds, Maria T. Wetscherek, Noel C. F. Codella, Javier Alvarez-Valle, Korfiatis Panagiotis, Valentina Salvatelli

机构 * Microsoft Health Futures UK（微软健康未来英国） ； Microsoft Health Futures US（微软健康未来美国） ； Mayo Clinic M.D（梅奥诊所） ； Radiology AI Lab, Mayo Clinic M.D（放射学AI实验室，梅奥诊所） ； Microsoft Health & Life Sciences（微软健康与生命科学） ； Cambridge University Hospitals M.D（剑桥大学医院） 纠错

专题命中 医学影像 ：radiology(title,abstract)；分类 cs.CV

DyGLNet: Hybrid Global-Local Feature Fusion with Dynamic Upsampling for Medical Image Segmentation

Yican Zhao, Ce Wang, You Hao, Lei Li, Tianli Liao

机构 * College of Information Science and Engineering, Henan University of Technology（河南理工大学信息科学与工程学院） ； School of Science, Sun Yat-sen University（中山大学科学学院） ； Key Lab of Intelligent Information Processing of Chinese Academy of Sciences (CAS), Institute of Computing Technology, CAS（中国科学院智能信息处理重点实验室） 纠错

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV

Comments 18pages, under review

AMF-MedIT: An Efficient Align-Modulation-Fusion Framework for Medical Image-Tabular Data

Congjing Yu, Jing Ye, Yang Liu, Xiaodong Zhang, Zhiyong Zhang

机构 * School of Electronics and Communication Engineering（电子与通信工程学院） ； Guangdong Provincial Key Laboratory of Advanced IntelliSense Technology（广东省先进智能感知技术重点实验室） ； Department of Radiology（放射科） 纠错

专题命中 医学影像 ：medical image(title,abstract)；分类 cs.CV

MRI-driven $αΩ$ dynamo at high Pm numbers

Alexis Reboul-Salze, Loren E. Held, Kenta Kiuchi

专题命中 医学影像 ：MRI(title,abstract)

Comments 9 pages, 6 figures, submitted to A&A

Journal ref A&A 701, A198 (2025)

AREPAS: Anomaly Detection in Fine-Grained Anatomy with Reconstruction-Based Semantic Patch-Scoring

Branko Mitic, Philipp Seeböck, Helmut Prosch, Georg Langs

机构 * Computational Imaging Research Lab, Department of Biomedical Imaging and Image-guided Therapy, Medical University of Vienna（医学影像与影像引导治疗系计算成像研究实验室，维也纳医学大学） ； Comprehensive Center for Artificial Intelligence in Medicine, Medical University of Vienna（医学人工智能综合中心，维也纳医学大学） 纠错

专题命中 医学影像 ：MRI(abstract)；CT(abstract)；分类 cs.CV

Interpretable Data Mining of Follicular Thyroid Cancer Ultrasound Features Using Enhanced Association Rules

Songlin Zhou, Tao Zhou, Xin Li, Stephen Shing-Toung Yau

机构 * Qiuzhen Colledge, Tsinghua University（清华大学邱振学院） ； Department of Mathematics, Tsinghua University（清华大学数学系） ； Department of General Surgery, Peking University Third Hospital（北京大学第三医院外科部） ； Beijing Institute of Mathematical Sciences and Applications(BIMSA)（北京应用数学研究所） 纠错

专题命中 医学影像 ：diagnosis(abstract)；分类 cs.LG

Self-intersection of the Torelli map

Lycka Drakengren

专题命中 医学影像 ：CT(abstract)

Comments 58 pages

Instantaneous continuous loss of regularity for the SQG equation

Diego Córdoba, Luis Martínez-Zoroa, Wojciech S. Ożański

专题命中 医学影像 ：CT(abstract)

Comments 33 pages, 2 figures

HoloDx: Knowledge- and Data-Driven Multimodal Diagnosis of Alzheimer's Disease

Qiuhui Chen, Jintao Wang, Gang Wang, Yi Hong

机构 * School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院） ； Department of Neurology, Renji Hospital Affiliated to Shanghai Jiao Tong University School of Medicine（上海交通大学医学院附属仁济医院神经内科） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)；分类 cs.CV

Comments Accepted by IEEE Transactions on Medical Imaging (TMI)

Research on fault diagnosis and root cause analysis based on full stack observability

Jian Hou

专题命中 诊断辅助 ：diagnosis(title,abstract)

DeepEyeNet: Generating Medical Report for Retinal Images

Jia-Hong Huang

机构 * University of Amsterdam（阿姆斯特丹大学） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV、eess.IV

Comments The paper is accepted by the Conference on Information and Knowledge Management (CIKM), 2025

Leveraging Large Language Models to Effectively Generate Visual Data for Canine Musculoskeletal Diagnoses

Martin Thißen, Thi Ngoc Diep Tran, Barbara Esteve Ratsch, Ben Joel Schönbein, Ute Trapp, Beate Egner, Romana Piat, Elke Hergenröther

机构 * Darmstadt University of Applied Sciences（达姆施塔特应用技术大学） ； Veterinary Academy of Higher Learning（兽医高等学习学院） ； European University of Technology（欧洲技术大学） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.CV

Journal ref Computer Science Research Notes 3501(1) (2025) 27-38

FusionMAE: large-scale pretrained model to optimize and simplify diagnostic and control of fusion plasma

Zongyu Yang, Zhenghao Yang, Wenjing Tian, Jiyuan Li, Xiang Sun, Guohui Zheng, Songfen Liu, Niannian Wu, Rongpeng Li, Zhaohe Xu, Bo Li, Zhongbing Shi, Zhe Gao, Wei Chen, Xiaoquan Ji, Min Xu, Wulyu Zhong

专题命中 诊断辅助 ：diagnosis(abstract)

ORCA: A Comprehensive AI-Driven Platform for Digital Pathology Analysis and Biomarker Discovery

Noor Shaker, Mohamed AbouZleikha, Nuha Shaker

专题命中 病理影像 ：pathology(title,abstract)；分类 q-bio

Comments 15 pages, 4 figures

A Multimodal Foundation Model to Enhance Generalizability and Data Efficiency for Pan-cancer Prognosis Prediction

Huajun Zhou, Fengtao Zhou, Jiabo Ma, Yingxue Xu, Xi Wang, Xiuming Zhang, Li Liang, Zhenhui Li, Hao Chen

机构 * Department of Computer Science and Engineering（计算机科学与工程系） ； Hong Kong University of Science and Technology（香港科学与技术大学） ； Department of Pathology（病理学系） ； School of Medicine（医学院） ； Zhejiang University（浙江大学） ； Nanfang Hospital and School of Basic Medical Sciences（南方医科大学基础医学系） ； Southern Medical University（南方医学院） ； Guangdong Provincial Key Laboratory of Molecular Tumor Pathology（广东省分子肿瘤病理重点实验室） ； Jinfeng Laboratory（金凤实验室） ； Department of Radiology（放射科） ； Division of Life Science（生命科学系） ； HKUST Shenzhen-Hong Kong Collaborative Innovation Research Institute（香港科技大学深圳-香港协同创新研究院） ； State Key Laboratory of Nervous System Disorders（神经系统疾病国家重点实验室） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.LG、q-bio

Comments 27 pages, 7 figures

CECT-Mamba: a Hierarchical Contrast-enhanced-aware Model for Pancreatic Tumor Subtyping from Multi-phase CECT

Zhifang Gong, Shuo Gao, Ben Zhao, Yingjing Xu, Yijun Yang, Shenghong Ju, Guangquan Zhou

机构 * Southeast University（东南大学） ； Medical School of Southeast University（东南大学医学院） ； Zhongda Hospital（中大医院） ； Zhejiang University（浙江大学） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） 纠错

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.CV

First image-guided treatment of a mouse tumor with radioactive ion beams

Daria Boscolo, Giulio Lovatti, Olga Sokol, Tamara Vitacchio, Francesco Evangelista, Emma Haettner, Walter Tinganelli, Christian Graeff, Uli Weber, Christoph Schuy, Munetaka Nitta, Martina Moglioni, Daria Kostyleva, Sivaji Purushothaman, Peter G. Thirolf, Jonathan Bortfeldt, Christoph Scheidenberger, Katia Parodi, Marco Durante

专题命中 病理影像 ：CT(abstract)

Comments 56 pages, 13 figures, supplements. Video supplements available on request

Simulating Clinical AI Assistance using Multimodal LLMs: A Case Study in Diabetic Retinopathy

Nadim Barakat, William Lotter

机构 * Dana-Farber Cancer Institute & Tufts University School of Medicine（达纳-法伯癌症研究所及塔夫茨大学医学院） ； Dana-Farber Cancer Institute Brigham and Women’s Hospital & Harvard Medical School（达纳-法伯癌症研究所布里特妇女医院及哈佛医学院） 纠错

专题命中 医疗多模态 ：clinical AI(title,abstract)；分类 cs.CV

Flexible Multimodal Neuroimaging Fusion for Alzheimer's Disease Progression Prediction

Benjamin Burns, Yuan Xue, Douglas W. Scharre, Xia Ning

机构 * Department of Computer Science and Engineering（计算机科学与工程系） ； Department of Biomedical Informatics（生物医学信息学系） ； Department of Neurology（神经病学系） ； Translational Data Analytics Institute（转化数据分析研究所） 纠错

专题命中 医疗多模态 ：MRI(abstract)；分类 cs.CV、cs.LG、eess.IV；medical AI(comments)

Comments Accepted at Applications of Medical AI 2025

Enhancing Radiographic Disease Detection with MetaCheX, a Context-Aware Multimodal Model

Nathan He, Cody Chen

专题命中 医疗多模态 ：radiology(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments All authors contributed equally, 5 pages, 2 figures, 1 table

MSGFusion: Multimodal Scene Graph-Guided Infrared and Visible Image Fusion

Guihui Li, Bowei Dong, Kaizhi Dong, Jiayi Li, Haiyong Zheng

机构 * College of Computer Science and Technology, Ocean University of China（中国海洋大学计算机科学与技术学院） ； College of Electronic Engineering, Ocean University of China（中国海洋大学电子工程学院） 纠错

专题命中 医疗多模态 ：medical image(abstract)；分类 cs.CV

Spatiotemporal graph neural process for reconstruction, extrapolation, and classification of cardiac trajectories

Jaume Banus, Augustin C. Ogier, Roger Hullin, Philippe Meyer, Ruud B. van Heeswijk, Jonas Richiardi

机构 * Department of Radiology, Lausanne University Hospital（放射科，洛桑大学医院） ； University of Lausanne（洛桑大学） ； Cardiovascular Department, Lausanne University Hospital（心血管科，洛桑大学医院） ； Department of Medicine, Geneva University Hospital（医学部，日内瓦大学医院） ； University of Geneva（日内瓦大学） ； CIBM Center for Biomedical Imaging（生物医学成像中心） 纠错

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG、q-bio

MEGAN: Mixture of Experts for Robust Uncertainty Estimation in Endoscopy Videos

Damola Agbelese, Krishna Chaitanya, Pushpak Pati, Chaitanya Parmar, Pooya Mobadersany, Shreyas Fadnavis, Lindsey Surace, Shadi Yarandi, Louis R. Ghanem, Molly Lucas, Tommaso Mansi, Oana Gabriela Cula, Pablo F. Damasceno, Kristopher Standish

机构 * ETH Zurich, Switzerland（苏黎世联邦理工学院） 纠错

专题命中 医学数据与评测 ：medical AI(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments 11 pages, 2 figures, 1 table, accepted at UNSURE, MICCAI

Efficient Privacy-Preserving Training of Quantum Neural Networks by Using Mixed States to Represent Input Data Ensembles

Gaoyuan Wang, Jonathan Warrell, Mark Gerstein

专题命中 医学数据与评测 ：biomedical(abstract)