医学 AI

Rethinking Bias in Generative Data Augmentation for Medical AI: a Frequency Recalibration Method

Chi Liu, Jincheng Liu, Congcong Zhu, Minghao Wang, Sheng Shen, Jia Gu, Tianqing Zhu, Wanlei Zhou

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

Comments Accepted for AAAI 2026 (Main Track Poster)

TM-UNet: Token-Memory Enhanced Sequential Modeling for Efficient Medical Image Segmentation

Yaxuan Jiao, Qing Xu, Yuxiang Luo, Xiangjian He, Zhen Chen, Wenting Duan

机构 * Dalian University of Technology（大连理工大学） ； University of Lincoln（林肯大学） ； University of Nottingham（诺丁汉大学） ； Waseda University（早稻田大学） ； University of Nottingham Ningbo China（宁波诺丁汉大学） ； Yale University（耶鲁大学） 纠错

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

Language-Enhanced Generative Modeling for Amyloid PET Synthesis from MRI and Blood Biomarkers

Zhengjie Zhang, Xiaoxie Mao, Qihao Guo, Shaoting Zhang, Qi Huang, Mu Zhou, Fang Xie, Mianxin Liu

机构 * organization= Shanghai Artificial Intelligence Laboratory , city= Shanghai , postcode= 200082 , country= China ； organization= School of Medicine, Xiamen University , city= Xiamen , state= Fujian , country= China ； organization= Department of Nuclear Medicine \& PET Center, Huashan Hospital, Fudan University , city= Shanghai , country= China ； organization= Department of Gerontology, Shanghai Jiao Tong University Affiliated Sixth People’s Hospital , city= Shanghai , country= China ； organization= Department of Computer Science, Rutgers University , city= New Brunswick , state= New Jersey , country= United States ； organization= Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences , city= Shenzhen , country= China 纠错

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

Comments 31 pages, 8 figures

FocusSDF: Boundary-Aware Learning for Medical Image Segmentation via Signed Distance Supervision

Muzammal Shafique, Nasir Rahim, Jamil Ahmad, Mohammad Siadat, Khalid Malik, Ghaus Malik

机构 * College of Innovation and Technology (CIT), University of Michigan-Flint（创新与技术学院（CIT），密歇根大学弗林特分校） ； College of Information Technology (CIT), United Arab Emirates University（信息科技学院（CIT），阿联酋大学） ； Department of Computer Science and Engineering, Oakland University（计算机科学与工程系，奥克兰大学） ； Executive Vice-Chair at Department of Neurosurgery, Henry Ford Health System（神经外科部门执行副主席，亨利福特健康系统） 纠错

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

MAFM^3: Modular Adaptation of Foundation Models for Multi-Modal Medical AI

Mohammad Areeb Qazi, Munachiso S Nwadike, Ibrahim Almakky, Mohammad Yaqub, Numan Saeed

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫罕默德·本·扎耶德人工智能大学） 纠错

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

Comments 2 figures, 3 tables

Fast Multi-Organ Fine Segmentation in CT Images with Hierarchical Sparse Sampling and Residual Transformer

Xueqi Guo, Halid Ziya Yerebakan, Yoshihisa Shinagawa, Kritika Iyer, Gerardo Hermosillo Valadez

机构 * Siemens Medical Solutions USA Inc（西门子医疗解决方案美国公司） 纠错

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

Comments EMBC 2025 oral

Segmentation of Ischemic Stroke Lesions using Transfer Learning on Multi-sequence MRI

R. P. Chowdhury, T. Rahman

机构 * Department of Computer Science University of Colorado Boulder（计算机科学系 华盛顿大学波德摩尔分校） 纠错

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

Comments Ischemic Stroke, Segmentation, Transfer Learning, Magnetic Resonance Imaging, Deep Learning, Res-UNet

A Second-Order Attention Mechanism For Prostate Cancer Segmentation and Detection in Bi-Parametric MRI

Mateo Ortiz, Juan Olmos, Fabio Martínez

机构 * Biomedical Imaging, Vision and Learning Laboratory (BIVL$^2$ab)（生物医学成像、视觉与学习实验室） ； Universidad Industrial de Santander (UIS)（圣安德烈大学） ； U2IS, ENSTA, Institut Polytechnique de Paris（U2IS、ENSTA、巴黎理工学院） 纠错

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

Comments Accepted at the 28th Iberoamerican Congress on Pattern Recognition (CIARP 2025). To appear in Lecture Notes in Computer Science (LNCS), Springer

Hemorica: A Comprehensive CT Scan Dataset for Automated Brain Hemorrhage Classification, Segmentation, and Detection

Kasra Davoodi, Mohammad Hoseyni, Javad Khoramdel, Reza Barati, Reihaneh Mortazavi, Amirhossein Nikoofard, Mahdi Aliyari-Shoorehdeli, Jaber Hatam Parikhan

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

Comments We need to double check the data and statistics. We will publish the complete version in coming months

Invited Paper: BitMedViT: Ternary-Quantized Vision Transformer for Medical AI Assistants on the Edge

Mikolaj Walczak, Uttej Kallakuri, Edward Humes, Xiaomin Lin, Tinoosh Mohsenin

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

Comments Accepted at 2025 IEEE/ACM International Conf. on Computer-Aided Design (ICCAD) Oct. 26-30 2025, Munich, DE

Generative Adversarial Synthesis and Deep Feature Discrimination of Brain Tumor MRI Images

Md Sumon Ali, Muzammil Behzad

机构 * King Fahd University of Petroleum and Minerals（国王法赫德石油矿物大学） ； SDAIA-KFUPM Joint Research Center for Artificial Intelligence（SDAIA-KFUPM人工智能联合研究中心） 纠错

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

Comments 9 pagers, 8 Figures

RDTE-UNet: A Boundary and Detail Aware UNet for Precise Medical Image Segmentation

Jierui Qu, Jianchun Zhao

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

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