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