医学 AI

Towards Generalist Intelligence in Dentistry: Vision Foundation Models for Oral and Maxillofacial Radiology

Xinrui Huang, Fan Xiao, Dongming He, Anqi Gao, Dandan Li, Xiaofan Zhang, Shaoting Zhang, Xudong Wang

机构 * Shanghai Jiao Tong University（上海交通大学） ； Shanghai Ninth People’s Hospital, Shanghai Jiao Tong University School of Medicine, Department of Oral Craniomaxillofacial（上海第九人民医院，上海交通大学医学院，口腔颅面医学部） ； Shanghai Jiao Tong University, School of Computer Science（上海交通大学，计算机科学学院） ； University of Electronic Science and Technology of China, School of Mechanical and Electrical Engineering（电子科技大学，机械与电子工程学院） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Shanghai Jiao Tong University, College of Stomatology（上海交通大学，口腔医学院） ； National Center for Stomatology（国家口腔医学中心） ； National Clinical Medical Research Center for Oral Diseases（国家口腔疾病临床医学研究中心） ； Shanghai Key Laboratory of Stomatology（上海口腔医学重点实验室） ； Shanghai Research Institute of Stomatology（上海口腔研究所） ； Chinese Academy of Medical Science, Research Unit of Oral and Maxillofacial Regenerative Medicine（中国医学科学院，口腔颌面再生医学研究单元） 纠错

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

EEMS: Edge-Prompt Enhanced Medical Image Segmentation Based on Learnable Gating Mechanism

Han Xia, Quanjun Li, Qian Li, Zimeng Li, Hongbin Ye, Yupeng Liu, Haolun Li, Xuhang Chen

机构 * School of Advanced Manufacturing, Guangdong University of Technology（广东技术大学先进制造学院） ； Department of Cardiology, Guangdong Provincial People’s Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou, China（广东省人民医院心内科（广东省医学科学院）） ； College of Automation, Nanjing University of Posts and Telecommunications, Nanjing, China（南京邮电大学自动化学院） 纠错

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

Comments Accepted by BIBM 2025

Learning from Disagreement: A Group Decision Simulation Framework for Robust Medical Image Segmentation

Chen Zhong, Yuxuan Yang, Xinyue Zhang, Ruohan Ma, Yong Guo, Gang Li, Jupeng Li

机构 * School of Electronics and Information Engineering, Beijing Jiaotong University, China（电子信息工程学院，北京交通大学） ； Peking University School and Hospital of Stomatology, China（北京大学口腔医院） 纠错

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

Stroke Locus Net: Occluded Vessel Localization from MRI Modalities

Mohamed Hamad, Muhammad Khan, Tamer Khattab, Mohamed Mabrok

机构 * Department of Electrical Engineering, College of Engineering, Qatar University, Doha, Qatar（电气工程系，工程学院，卡塔尔大学，多哈，卡塔尔） ； Department of Mathematics and Statistics, College of Arts and Sciences, Qatar University, Doha, Qatar（数学与统计学系，艺术与科学学院，卡塔尔大学，多哈，卡塔尔） 纠错

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

Comments This version of the paper was accepted in the ADMA 2025 conference in Kyoto, Japan

A Comprehensive Survey of Mamba Architectures for Medical Image Analysis: Classification, Segmentation, Restoration and Beyond

Shubhi Bansal, Sreeharish A, Madhava Prasath J, Manikandan S, Sreekanth Madisetty, Mohammad Zia Ur Rehman, Chandravardhan Singh Raghaw, Gaurav Duggal, Nagendra Kumar

机构 * Indian Institute of Technology Indore, India ； R.M.D. Engineering College, Kavaraipettai, India ； Jio Platforms Limited, India ； Birla Institute of Technology \& Science Pilani, India 纠错

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

Brain Stroke Detection and Classification Using CT Imaging with Transformer Models and Explainable AI

Shomukh Qari, Maha A. Thafar

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

Comments 5 figures

Journal ref https://www.mdpi.com/2075-4418/15/19/2486

Robust MRI Reconstruction by Smoothed Unrolling (SMUG)

Shijun Liang, Van Hoang Minh Nguyen, Jinghan Jia, Ismail Alkhouri, Sijia Liu, Saiprasad Ravishankar

机构 * Biomedical Engineering (BME) Department at Michigan State University (MSU)（密歇根州立大学生物医学工程系） ； Mathematics Department at MSU（密歇根州立大学数学系） ； Computer Science and Engineering (CSE) Department at MSU（密歇根州立大学计算机科学与工程系） ； Computational Mathematics, Science & Engineering (CMSE) Department at MSU and the Electrical Engineering & Computer Science Department at the University of Michigan（密歇根州立大学计算数学、科学与工程系及密歇根大学电气工程与计算机科学系） ； CSE Department at MSU（密歇根州立大学计算机科学与工程系） ； CMSE & BME Departments at MSU（密歇根州立大学计算数学、科学与工程系及生物医学工程系） 纠错

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

Med-K2N: Flexible K-to-N Modality Translation for Medical Image Synthesis

Feng Yuan, Yifan Gao, Yuehua Ye, Haoyue Li, Xin Gao

机构 * University of Science and Technology of China（中国科学技术大学） ； Suzhou Institute of Biomedical Engineering and Technology（苏州生物医学工程与技术研究所） ； Chinese Academy of Sciences（中国科学院） ； The Third Affiliated Hospital of Sun Yat-sen University（中山大学第三附属医院） 纠错

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

Comments ICLR2026 under review

MedQ-Bench: Evaluating and Exploring Medical Image Quality Assessment Abilities in MLLMs

Jiyao Liu, Jinjie Wei, Wanying Qu, Chenglong Ma, Junzhi Ning, Yunheng Li, Ying Chen, Xinzhe Luo, Pengcheng Chen, Xin Gao, Ming Hu, Huihui Xu, Xin Wang, Shujian Gao, Dingkang Yang, Zhongying Deng, Jin Ye, Lihao Liu, Junjun He, Ningsheng Xu

机构 * Fudan University（复旦大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Imperial College London（帝国理工学院） ； University of Cambridge（剑桥大学） 纠错

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

Comments 26 pages, 13 figures

CSTRL: Context-Driven Sequential Transfer Learning for Abstractive Radiology Report Summarization

Mst. Fahmida Sultana Naznin, Adnan Ibney Faruq, Mostafa Rifat Tazwar, Md Jobayer, Md. Mehedi Hasan Shawon, Md Rakibul Hasan

机构 * Bangladesh University of Engineering and Technology（孟加拉工程与技术大学） ； BRAC University（BRAC大学） ； Curtin University（Curtin大学） 纠错

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

Comments Accepted in ACL 2025 Findings

Journal ref ACL Findings 2025 (2025) 26526-26537

An Anisotropic Cross-View Texture Transfer with Multi-Reference Non-Local Attention for CT Slice Interpolation

Kwang-Hyun Uhm, Hyunjun Cho, Sung-Hoo Hong, Seung-Won Jung

机构 * Department of Artificial Intelligence, Gachon University（人工智能系，加荣大学） ； Department of Electrical Engineering, Korea University（电气工程系，韩国大学） ； Department of Urology, The Catholic University of Korea（泌尿科，韩国天主大学） 纠错

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

Comments Accepted to IEEE Transactions on Medical Imaging (TMI), 2025

DiSSECT: Structuring Transfer-Ready Medical Image Representations through Discrete Self-Supervision

Azad Singh, Deepak Mishra

机构 * Department of Computer Science, Indian Institute of Technology Jodhpur（计算机科学系，印度理工学院贾布尔） 纠错

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

Multimodal Medical Image Classification via Synergistic Learning Pre-training

Qinghua Lin, Guang-Hai Liu, Zuoyong Li, Yang Li, Yuting Jiang, Xiang Wu

机构 * College of Biomedical Engineering, Fudan University（复旦大学生物医学工程学院） ； College of Computer Science and Engineering, Guangxi Normal University（广西师范大学计算机科学与工程学院） ； Fujian Provincial Key Laboratory of Information Processing and Intelligent Control, School of Computer and Big Data, Minjiang University（福建省信息处理与智能控制重点实验室，闽江学院计算机与大数据学院） ； Department of Automation Science and Electrical Engineering, Beihang University（北京航空航天大学自动化科学与电气工程学院） ； Department of Digestive Endoscopy, Fuzhou University Affiliated Provincial Hospital, Provincial Clinical Medical College of Fujian Medical University（福州市大学附属省医院消化内镜科，福建医科大学省临床医学学院） ； Department of Urology, Fuzhou University Affiliated Provincial Hospital, Provincial Clinical Medical College of Fujian Medical University（福州市大学附属省医院泌尿科，福建医科大学省临床医学学院） 纠错

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

pFedSAM: Personalized Federated Learning of Segment Anything Model for Medical Image Segmentation

Tong Wang, Xingyue Zhao, Linghao Zhuang, Haoyu Zhao, Jiayi Yin, Yuyang He, Gang Yu, Bo Lin

机构 * College of Computer Science and Technology, Zhejiang University, China（浙江大学计算机科学与技术学院） ； Chinese Academy of Medical Sciences and Peking Union Medical College, China（中国医学科学院与北京协和医学院） ； School of Computer Science, Wuhan University, China（武汉大学计算机学院） ； Innovation Centre for Information, Binjiang Institute of Zhejiang University（浙江大学滨江学院信息创新中心） ； Department of Data and Information, Children's Hospital, Zhejiang University School of Medicine（浙江大学医学院附属儿童医院数据与信息部） 纠错

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

Comments 5 pages

Brain age identification from diffusion MRI synergistically predicts neurodegenerative disease

Chenyu Gao, Michael E. Kim, Karthik Ramadass, Praitayini Kanakaraj, Aravind R. Krishnan, Adam M. Saunders, Nancy R. Newlin, Ho Hin Lee, Qi Yang, Warren D. Taylor, Brian D. Boyd, Lori L. Beason-Held, Susan M. Resnick, Lisa L. Barnes, David A. Bennett, Marilyn S. Albert, Katherine D. Van Schaik, Derek B. Archer, Timothy J. Hohman, Angela L. Jefferson, Ivana Išgum, Daniel Moyer, Yuankai Huo, Kurt G. Schilling, Lianrui Zuo, Shunxing Bao, Nazirah Mohd Khairi, Zhiyuan Li, Christos Davatzikos, Bennett A. Landman

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

Comments Accepted to Imaging Neuroscience

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

Invisible Attributes, Visible Biases: Exploring Demographic Shortcuts in MRI-based Alzheimer's Disease Classification

Akshit Achara, Esther Puyol Anton, Alexander Hammers, Andrew P. King

机构 * School of Biomedical Engineering（生物医学工程学院） ； Imaging Sciences, King's College London, UK（影像科学，伦敦国王学院，英国） 纠错

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

Comments FAIMI @ MICCAI 2025

Resource-Efficient Glioma Segmentation on Sub-Saharan MRI

Freedmore Sidume, Oumayma Soula, Joseph Muthui Wacira, YunFei Zhu, Abbas Rabiu Muhammad, Abderrazek Zeraii, Oluwaseun Kalejaye, Hajer Ibrahim, Olfa Gaddour, Brain Halubanza, Dong Zhang, Udunna C Anazodo, Confidence Raymond

机构 * BAC School of Computing ； Information Systems, Botswana Faculty of Medicine of Sfax, University of Sfax, Sfax, Tunisia Laboratory of Biophysics ； Medical Technologies, Higher Institute of Medical Technologies of Tunis, University ElManar, Tunis, Tunisia London School of Hygiene ； Tropical Medicine, London, UK Lawson Health Research Institute, London, Ontario, Canada Department of Radiology, Bayero University, Kano-Nigeria Department of Radiology, Aminu Kano Teaching Hospital, Kano-Nigeria Department of Anatomy, Federal University Lokoja college of health sciences, Kogi State, Nigeria Department of Computer Science ； Information, College of Science, Majmaah University, AL-Majmaah, 11952, Saudi Arabia CES Laboratory, National School of Engineers of Sfax, Sfax, Tunisia Department of Computer Science ； IT, Mulungushi University, Zambia Multimodal Imaging of Neurodegenerative Diseases (MiND) Lab, Department of Neurology ； Neurosurgery, McGill University, Montreal, QC, Canada Department of Electrical ； Computer Engineering, University of British Columbia, Vancouver, Canada Medical Artificial Intelligence Laboratory (MAI Lab), Lagos, Nigeria Montreal Neurological Institute, McGill University, Montréal, Canada Department of Medicine, University of Cape Town, South Africa Department of Clinical \& Radiation Oncology, University of Cape Town, South Africa 纠错

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

Comments 11 pages, 7 figures

FlexiD-Fuse: Flexible number of inputs multi-modal medical image fusion based on diffusion model

Yushen Xu, Xiaosong Li, Yuchun Wang, Xiaoqi Cheng, Huafeng Li, Haishu Tan

机构 * School of Physics（物理学院） ； Optoelectronic Engineering, Foshan University（光电工程学院，佛山大学） ； Guangdong-HongKong-Macao Joint Laboratory for Intelligent Micro-Nano Optoelectronic Technology（粤港澳联合智能微纳光电技术实验室） ； Guangdong Provincial Key Laboratory of Industrial Intelligent Inspection Technology（广东省工业智能检测技术重点实验室） ； School of Information Engineering（信息工程学院） ； Automation, Kunming University of Science（自动化系，昆明理工大学） 纠错

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

Journal ref Expert Systems with Applications, 2025: 128895

Modality-Agnostic Input Channels Enable Segmentation of Brain lesions in Multimodal MRI with Sequences Unavailable During Training

Anthony P. Addison, Felix Wagner, Wentian Xu, Natalie Voets, Konstantinos Kamnitsas

机构 * Department of Engineering Science, University of Oxford, Oxford, UK（工程科学系，牛津大学，牛津，英国） ； Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK（牛津大学临床神经科学系，牛津，英国） 纠错

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

Comments Accepted to MICCAI 2025, for the following workshop: ML-CDS 2025: Multimodal Learning and Fusion Across Scales for Clinical Decision Support

Dual Interaction Network with Cross-Image Attention for Medical Image Segmentation

Jeonghyun Noh, Wangsu Jeon, Jinsun Park

机构 * Department of Information Convergence Engineering, Pusan National University（convergence工程系，釜山国立大学） ； School of Computer Engineering, Kyungnam University（计算机工程学院，庆尚大学） ； School of Computer Science and Engineering, Pusan National University（计算机科学与工程学院，釜山国立大学） 纠错

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

Comments 16pages

Journal ref Pattern Recognition Letters 197C (2025) pp. 332-338

MedVista3D: Vision-Language Modeling for Reducing Diagnostic Errors in 3D CT Disease Detection, Understanding and Reporting

Yuheng Li, Yenho Chen, Yuxiang Lai, Jike Zhong, Vanessa Wildman, Xiaofeng Yang

机构 * Department of Biomedical Engineering（生物医学工程系） ； Georgia Institute of Technology（佐治亚理工学院） ； Department of Machine Learning（机器学习系） ； Department of Radiation Oncology（放射肿瘤科） ； Emory University School of Medicine（埃默里大学医学院） ； University of Southern California（南加州大学） 纠错

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

SpectMamba: Integrating Frequency and State Space Models for Enhanced Medical Image Detection

Yao Wang, Dong Yang, Zhi Qiao, Wenjian Huang, Liuzhi Yang, Zhen Qian

机构 * United-Imaging Research Institute of Intelligent Imaging（智能成像联合研究院） ； Nankai University（南开大学） ； Southern University of Science and Technology（南方科技大学） 纠错

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

A Multi-Stage Fine-Tuning and Ensembling Strategy for Pancreatic Tumor Segmentation in Diagnostic and Therapeutic MRI

Omer Faruk Durugol, Maximilian Rokuss, Yannick Kirchhoff, Klaus H. Maier-Hein

机构 * German Cancer Research Center (DKFZ) Heidelberg（德国癌症研究中心（DKFZ）海德堡） ； Faculty of Mathematics and Computer Science（数学与计算机科学学院） ； Heidelberg University（海德堡大学） ； Helmholtz Imaging, DKFZ（海德堡影像中心，DKFZ） ； Pattern Analysis and Learning Group（模式分析与学习小组） ； Department of Radiation Oncology（放射肿瘤科） ； Heidelberg University Hospital（海德堡大学医院） ； International School of Medicine（国际医学院） ； Istanbul Medipol University（伊斯坦布尔梅迪波尔大学） 纠错

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

Comments 11 pages, 1 figure, PANTHER Challenge submission

Lightweight MRI-Based Automated Segmentation of Pancreatic Cancer with Auto3DSeg

Keshav Jha, William Sharp, Dominic LaBella

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

Comments 11 pages, 3 figures, 3 tables, MICCAI

CE-RS-SBCIT A Novel Channel Enhanced Hybrid CNN Transformer with Residual, Spatial, and Boundary-Aware Learning for Brain Tumor MRI Analysis

Mirza Mumtaz Zahoor, Saddam Hussain Khan

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

Comments 37 Pages, 12 Figures

Mask-Guided Multi-Channel SwinUNETR Framework for Robust MRI Classification

Smriti Joshi, Lidia Garrucho, Richard Osuala, Oliver Diaz, Karim Lekadir

机构 * Departament de Matemàtiques i Informàtica, Universitat de Barcelona, Spain（巴塞罗那大学数学与计算机系） ； Computer Vision Center, Bellaterra, Spain（贝尔特拉拉计算机视觉中心） ； Institució Catalana de Recerca i Estudis Avançats (ICREA), Passeig Lluís Companys 23, Barcelona, Spain（加泰罗尼亚高级研究与教育研究所） 纠错

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

Ontology-Based Concept Distillation for Radiology Report Retrieval and Labeling

Felix Nützel, Mischa Dombrowski, Bernhard Kainz

机构 * Department of Artificial Intelligence in Biomedical Engineering, Friedrich-Alexander-Universität Erlangen-Nürnberg（生物医学工程人工智能系，埃尔兰根-纽伦堡弗里德里希-亚历山大大学） ； Department of Computing, Imperial College London（计算系，伦敦帝国理工学院） 纠错

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

Comments 10 pages, 3 figures, Preprint (submitted version, de-anonymized). Accepted at MLMI (MICCAI Workshop) 2025. Version of Record to appear in Springer LNCS; This preprint has not undergone peer review or any post-submission improvements or corrections

Prompt-based Dynamic Token Pruning for Efficient Segmentation of Medical Images

Pallabi Dutta, Anubhab Maity, Sushmita Mitra

机构 * Machine Intelligence Unit, Indian Statistical Institute, Kolkata（印度统计研究所马尔科夫智能单元，科利卡特） 纠错

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

MCA-RG: Enhancing LLMs with Medical Concept Alignment for Radiology Report Generation

Qilong Xing, Zikai Song, Youjia Zhang, Na Feng, Junqing Yu, Wei Yang

机构 * Huazhong University of Science and Technology（华中科技大学） 纠错

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

Comments MICCAI 2025