医学 AI

Toward Better Optimization of Low-Dose CT Enhancement: A Critical Analysis of Loss Functions and Image Quality Assessment Metrics

Taifour Yousra, Beghdadi Azeddine, Marie Luong, Zuheng Ming

机构 * L2TI, University Sorbonne Paris Nord, UR 3043（L2TI，巴黎索邦大学，UR 3043） 纠错

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

VisionCAD: An Integration-Free Radiology Copilot Framework

Jiaming Li, Junlei Wu, Sheng Wang, Honglin Xiong, Jiangdong Cai, Zihao Zhao, Yitao Zhu, Yuan Yin, Dinggang Shen, Qian Wang

机构 * organization= School of Biomedical Engineering \& State Key Laboratory of Advanced Medical Materials ； Devices, ShanghaiTech University , city= Shanghai , postcode= 201210 , state= Shanghai , country= China ； organization= Shanghai United Imaging Intelligence Co. Ltd. , city= Shanghai , postcode= 200230 , state= Shanghai , country= China ； organization= Shanghai Clinical Research ； Trial Center , city= Shanghai , postcode= 201210 , state= Shanghai , country= China 纠错

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

SpinalSAM-R1: A Vision-Language Multimodal Interactive System for Spine CT Segmentation

Jiaming Liu, Dingwei Fan, Junyong Zhao, Chunlin Li, Haipeng Si, Liang Sun

机构 * College of Artificial Intelligence, Nanjing University of Aeronautics and Astronautics（人工智能学院，南京航空航天大学） ； Department of Orthopedics, Qilu Hospital, Shandong University（骨科部，齐鲁医院，山东大学） ； Key Laboratory of Qingdao in Medicine and Engineering（医学与工程青岛重点实验室） 纠错

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

Comments 2 Tables,5 Figures,16 Equations

Context-Gated Cross-Modal Perception with Visual Mamba for PET-CT Lung Tumor Segmentation

Elena Mulero Ayllón, Linlin Shen, Pierangelo Veltri, Fabrizia Gelardi, Arturo Chiti, Paolo Soda, Matteo Tortora

机构 * Unit of Artificial Intelligence and Computer Systems, Università Campus Bio-Medico di Roma, Italy（人工智能与计算机系统单位，罗马大学生物医学校园，意大利） ； College of Computer Science and Software Engineering, Shenzhen University, China（计算机科学与软件工程学院，深圳大学，中国） ； Dept. of Computer Engineering, Modeling, Electronic and System Engineering, University of Calabria, Italy（计算机工程、建模、电子与系统工程系，卡拉布里亚大学，意大利） ； IRCCS San Raffaele Hospital, Italy（圣拉斐拉医院，意大利） ； Faculty of Medicine, Vita-Salute San Raffaele University, Italy（医学学院，维塔-桑拉斐拉大学，意大利） ； Dept. of Diagnostics and Intervention, Radiation Physics, Biomedical Engineering, Umeå University, Sweden（诊断与干预系，辐射物理，生物医学工程，乌梅大学，瑞典） ； Dept. of Naval, Electrical, Electronics and Telecommunications Engineering, University of Genoa, Italy（海军、电子、电子与电信工程系，热那亚大学，意大利） 纠错

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

Diffusion-Driven Generation of Minimally Preprocessed Brain MRI

Samuel W. Remedios, Aaron Carass, Jerry L. Prince, Blake E. Dewey

机构 * Image Analysis and Communications Laboratory, Johns Hopkins University（约翰霍普金斯大学图像分析与通信实验室） ； Department of Neurology, Johns Hopkins Hospital for the Alzheimer’s Disease Neuroimaging Initiative（约翰霍普金斯医院阿尔茨海默病神经影像计划神经科） ； for the Australian Imaging Biomarkers and Lifestyle Flagship Study of Aging（澳大利亚成像生物标志物与生活方式老龄化旗舰研究） ； for the Health and Aging Brain Study (HABS-HD) Study Team（健康与老龄化大脑研究（HABS-HD）研究团队） ； for the Mayo Clinic Study of Aging（梅奥诊所老龄化研究） 纠错

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

Calibrated Self-supervised Vision Transformers Improve Intracranial Arterial Calcification Segmentation from Clinical CT Head Scans

Benjamin Jin, Grant Mair, Joanna M. Wardlaw, Maria del C. Valdés Hernández

机构 * Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK Neuroradiology, Department of Clinical Neurosciences, NHS Lothian, Edinburgh, UK UK Dementia Research Institute, University of Edinburgh, Edinburgh, UK 纠错

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

Comments Accepted at the 3rd Data Engineering in Medical Imaging workshop @ MICCAI 2025

Efficient Large-Deformation Medical Image Registration via Recurrent Dynamic Correlation

Tianran Li, Marius Staring, Yuchuan Qiao

机构 * Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University（脑启发智能科学与技术研究院，复旦大学） ； Department of Radiology, Leiden University Medical Center（放射科，莱顿大学医学中心） 纠错

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

Diffusion Bridge Networks Simulate Clinical-grade PET from MRI for Dementia Diagnostics

Yitong Li, Ralph Buchert, Benita Schmitz-Koep, Timo Grimmer, Björn Ommer, Dennis M. Hedderich, Igor Yakushev, Christian Wachinger

机构 * Lab for AI in Medical Imaging, Institute for Diagnostic and Interventional Radiology, School of Medicine and Health（人工智能在医学影像中的实验室，诊断与介入放射学研究所，医学院与健康学院） ； Technical University of Munich (TUM)（慕尼黑技术大学） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） ； University Medical Center Hamburg-Eppendorf（汉堡-埃本达大学医学中心） ； Department of Neuroradiology, TUM University Hospital, School of Medicine and Health（神经放射学部，慕尼黑技术大学医院，医学院与健康学院） ； Department of Neurology, TUM University Hospital, School of Medicine and Health（神经病学部，慕尼黑技术大学医院，医学院与健康学院） 纠错

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

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