医学 AI

Medical AI Consensus: A Multi-Agent Framework for Radiology Report Generation and Evaluation

Ahmed T. Elboardy, Ghada Khoriba, Essam A. Rashed

机构 * Graduate School of Information Science, University of Hyogo（京都大学垣田学园信息科学研究生院） ； Center for Informatics Science, School of Information Technology and Computer Science, Nile University（尼罗大学信息科学中心） 纠错

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

Comments NeurIPS2025 Workshop: Evaluating the Evolving LLM Lifecycle: Benchmarks, Emergent Abilities, and Scaling

MedCutMix: A Data-Centric Approach to Improve Radiology Vision-Language Pre-training with Disease Awareness

Sinuo Wang, Yutong Xie, Yuyuan Liu, Qi Wu

机构 * The University of Adelaide（阿德莱德大学） ； Mohamed bin Zayed University of Artificial Intelligence（穆罕默德·本·扎耶德人工智能大学） ； University of Oxford（牛津大学） 纠错

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

Exploring the Design Space of 3D MLLMs for CT Report Generation

Mohammed Baharoon, Jun Ma, Congyu Fang, Augustin Toma, Bo Wang

机构 * Vector Institute for Artificial Intelligence（向量人工智能研究所） ； Department of Biomedical Informatics, Harvard Medical School（生物医学信息学系，哈佛医学院） ； Peter Munk Cardiac Centre, University Health Network（皮特·蒙克心脏中心，大学健康网络） ； Medical Biophysics, University of Toronto（医学生物物理系，多伦多大学） ； Department of Computer Science, University of Toronto（计算机科学系，多伦多大学） ； Department of Laboratory Medicine and Pathobiology, University of Toronto（实验室医学与病理学系，多伦多大学） ； AI Hub, University Health Network（人工智能中心，大学健康网络） 纠错

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

Anatomical feature-prioritized loss for enhanced MR to CT translation

Arthur Longuefosse, Baudouin Denis de Senneville, Gael Dournes, Ilyes Benlala, Pascal Desbarats, Fabien Baldacci

机构 * Univ. Bordeaux, CNRS, Bordeaux INP, LaBRI, UMR 5800, 33400 Talence, France（波尔多大学） ； Univ. Bordeaux, CNRS, Bordeaux INP, IMB, UMR 5251, 33400 Talence, France（波尔多大学） 纠错

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

Journal ref 2025 Phys. Med. Biol. 70 145012

Interpretability-Aware Pruning for Efficient Medical Image Analysis

Nikita Malik, Pratinav Seth, Neeraj Kumar Singh, Chintan Chitroda, Vinay Kumar Sankarapu

机构 * AryaXAI Alignment Lab, AryaXAI.com, Mumbai, India（AryaXAI对齐实验室） ； Manipal Institute of Technology, Manipal, India（曼尼帕尔理工学院） 纠错

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

Comments Accepted at The 1st MICCAI Workshop on Efficient Medical AI 2025

SmaRT: Style-Modulated Robust Test-Time Adaptation for Cross-Domain Brain Tumor Segmentation in MRI

Yuanhan Wang, Yifei Chen, Shuo Jiang, Wenjing Yu, Mingxuan Liu, Beining Wu, Jinying Zong, Feiwei Qin, Changmiao Wang, Qiyuan Tian

机构 * Hangzhou Dianzi University（杭州电子科技大学） ； Tsinghua University（清华大学） ； Shenzhen Research Institute of Big Data（深圳大数据研究院） 纠错

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

Comments 11 pages, 6 figures

Conditional Diffusion Models for CT Image Synthesis from CBCT: A Systematic Review

Alzahra Altalib, Chunhui Li, Alessandro Perelli

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

Comments 36 pages, 8 figures, 3 tables, submitted to Elsevier Computerized Medical Imaging and Graphics

Ambiguous Medical Image Segmentation Using Diffusion Schrödinger Bridge

Lalith Bharadwaj Baru, Kamalaker Dadi, Tapabrata Chakraborti, Raju S. Bapi

机构 * International Institute of Information Technology（国际信息学院） ； The Alan Turing Institute（艾伦·图灵研究所） ； University College London（伦敦大学学院） 纠错

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

Comments MICCAI 2025 (11 pages, 2 figures, 1 table, and 26 references)

Learning Scan-Adaptive MRI Undersampling Patterns with Pre-Optimized Mask Supervision

Aryan Dhar, Siddhant Gautam, Saiprasad Ravishankar

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

PPORLD-EDNetLDCT: A Proximal Policy Optimization-Based Reinforcement Learning Framework for Adaptive Low-Dose CT Denoising

Debopom Sutradhar, Ripon Kumar Debnath, Mohaimenul Azam Khan Raiaan, Yan Zhang, Reem E. Mohamed, Sami Azam

机构 * Department of Computer Science and Engineering, United International University, Dhaka 1212, Bangladesh（United International University） ； Faculty of Science and Technology, Charles Darwin University, Casuarina, NT 0909, Australia（Charles Darwin University） ； Faculty of Science and Information Technology, Charles Darwin University, Sydney, NSW, Australia（Charles Darwin University） 纠错

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

Comments 20 pages, 5 figures, 5 tables

A Multimodal and Multi-centric Head and Neck Cancer Dataset for Segmentation, Diagnosis and Outcome Prediction

Numan Saeed, Salma Hassan, Shahad Hardan, Ahmed Aly, Darya Taratynova, Umair Nawaz, Ufaq Khan, Muhammad Ridzuan, Vincent Andrearczyk, Adrien Depeursinge, Yutong Xie, Thomas Eugene, Raphaël Metz, Mélanie Dore, Gregory Delpon, Vijay Ram Kumar Papineni, Kareem Wahid, Cem Dede, Alaa Mohamed Shawky Ali, Carlos Sjogreen, Mohamed Naser, Clifton D. Fuller, Valentin Oreiller, Mario Jreige, John O. Prior, Catherine Cheze Le Rest, Olena Tankyevych, Pierre Decazes, Su Ruan, Stephanie Tanadini-Lang, Martin Vallières, Hesham Elhalawani, Ronan Abgral, Romain Floch, Kevin Kerleguer, Ulrike Schick, Maelle Mauguen, David Bourhis, Jean-Christophe Leclere, Amandine Sambourg, Arman Rahmim, Mathieu Hatt, Mohammad Yaqub

机构 * Department of Computer Vision, Mohamed bin Zayed University of Artificial Intelligence（计算机视觉系，Mohamed bin Zayed人工智能大学） ； Department of Machine Learning, Mohamed bin Zayed University of Artificial Intelligence（机器学习系，Mohamed bin Zayed人工智能大学） ； Institute of Informatics, HES-SO Valais-Wallis University of Applied Sciences and Arts（信息学院，HES-SO瓦莱-杜萨大学应用科学与艺术学院） ； Department of Nuclear Medicine and Molecular Imaging, Lausanne University Hospital (CHUV)（核医学与分子成像系，洛桑大学医院（CHUV）） ； Nantes Université, CHU Nantes, Nuclear Medicine Department（南特大学，南特大学医院，核医学部门） 纠错

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

Comments 10 pages, 5 figures. Numan Saeed is the corresponding author. Numan Saeed, Salma Hassan and Shahad Hardan contributed equally to this work. Project page: https://hecktor25.grand-challenge.org/

DCFFSNet: Deep Connectivity Feature Fusion Separation Network for Medical Image Segmentation

Mingda Zhang, Xun Ye, Ruixiang Tang, Haiyan Ding

机构 * School of Software Yunnan University（软件学院云南大学） ； School of Information Yunnan University（信息学院云南大学） 纠错

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

Comments 16 pages , 11 figures

DescriptorMedSAM: Language-Image Fusion with Multi-Aspect Text Guidance for Medical Image Segmentation

Wenjie Zhang, Liming Luo, Mengnan He, Jiarui Hai, Jiancheng Ye

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

TractoTransformer: Diffusion MRI Streamline Tractography using CNN and Transformer Networks

Itzik Waizman, Yakov Gusakov, Itay Benou, Tammy Riklin Raviv

机构 * Ben-Gurion University of the Negev（本· Gurion 军事大学） 纠错

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

RadEval: A framework for radiology text evaluation

Justin Xu, Xi Zhang, Javid Abderezaei, Julie Bauml, Roger Boodoo, Fatemeh Haghighi, Ali Ganjizadeh, Eric Brattain, Dave Van Veen, Zaiqiao Meng, David Eyre, Jean-Benoit Delbrouck

机构 * University of Oxford（牛津大学） ； University of Glasgow（格拉斯哥大学） ； HOPPR 纠错

专题命中 医学影像 ：radiology(title,abstract)

Comments Accepted to EMNLP 2025 Demo track - Oral

Training the next generation of physicians for artificial intelligence-assisted clinical neuroradiology: ASNR MICCAI Brain Tumor Segmentation (BraTS) 2025 Lighthouse Challenge education platform

Raisa Amiruddin, Nikolay Y. Yordanov, Nazanin Maleki, Pascal Fehringer, Athanasios Gkampenis, Anastasia Janas, Kiril Krantchev, Ahmed Moawad, Fabian Umeh, Salma Abosabie, Sara Abosabie, Albara Alotaibi, Mohamed Ghonim, Mohanad Ghonim, Sedra Abou Ali Mhana, Nathan Page, Marko Jakovljevic, Yasaman Sharifi, Prisha Bhatia, Amirreza Manteghinejad, Melisa Guelen, Michael Veronesi, Virginia Hill, Tiffany So, Mark Krycia, Bojan Petrovic, Fatima Memon, Justin Cramer, Elizabeth Schrickel, Vilma Kosovic, Lorenna Vidal, Gerard Thompson, Ichiro Ikuta, Basimah Albalooshy, Ali Nabavizadeh, Nourel Hoda Tahon, Karuna Shekdar, Aashim Bhatia, Claudia Kirsch, Gennaro D'Anna, Philipp Lohmann, Amal Saleh Nour, Andriy Myronenko, Adam Goldman-Yassen, Janet R. Reid, Sanjay Aneja, Spyridon Bakas, Mariam Aboian

专题命中 医学影像 ：MRI(abstract)；pathology(abstract)；radiology(abstract)；分类 cs.LG

Comments 23 pages, 9 figures, 1 table, 3 supplementary tables

A Semantic Segmentation Algorithm for Pleural Effusion Based on DBIF-AUNet

Ruixiang Tang, Mingda Zhang, Jianglong Qin, Yan Song, Yi Wu, Wei Wu

机构 * School of Software, Yunnan University（云南大学软件学院） ； Yunnan Provincial Key Laboratory of Software Engineering, Yunnan University（云南省软件工程重点实验室） ； Department of Information Technology, Army Medical University（陆军医学大学信息技术部） ； Division of Digital Medical Education & Research, Department of Biomedical Engineering and Imaging Medicine, Army Medical University（陆军医学大学生物医学工程与影像医学系数字医学教育与研究 division） ； Department of Thoracic Surgery, Southwest Hospital（西南医院胸外科） 纠错

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

Comments 12 pages, 6 figures, 2 tables

Towards a Transparent and Interpretable AI Model for Medical Image Classifications

Binbin Wen, Yihang Wu, Tareef Daqqaq, Ahmad Chaddad

机构 * School of Artificial Intelligence, Guilin University of Electronic Technology（桂林电子科技大学人工智能学院） ； The Laboratory for Imagery, Vision and Artificial Intelligence, Ecole de Technologie Superieure（图像、视觉与人工智能实验室，超技术学院） ； College of Medicine, Taibah University（塔伊巴大学医学院） ； Prince Mohammed Bin Abdulaziz Hospital, Ministry of National Guard Health Affairs（穆罕默德·本·阿卜杜勒阿齐兹医院，国家守卫健康事务部） 纠错

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

Comments Published in Cognitive Neurodynamics

Predicting Chest Radiograph Findings from Electrocardiograms Using Interpretable Machine Learning

Julia Matejas, Olaf Żurawski, Nils Strodthoff, Juan Miguel Lopez Alcaraz

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

Comments 19 pages, 3 figures, source code under https://github.com/UOLMDA2025/CardioCXR

MRN: Harnessing 2D Vision Foundation Models for Diagnosing Parkinson's Disease with Limited 3D MR Data

Ding Shaodong, Liu Ziyang, Zhou Yijun, Liu Tao

机构 * Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, China（北京生物医学工程创新中心，生物科学与医学工程学院，北京航空航天大学，北京，中国） ； Beijing Celebrain Technology Co., Ltd.（北京Celebrain技术有限公司） 纠错

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

Comments First-place solution of the classification track for MICCAI'2025 PDCADxFoundation Challenge

Improved mmFormer for Liver Fibrosis Staging via Missing-Modality Compensation

Zhejia Zhang, Junjie Wang, Le Zhang

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

An Efficient Dual-Line Decoder Network with Multi-Scale Convolutional Attention for Multi-organ Segmentation

Riad Hassan, M. Rubaiyat Hossain Mondal, Sheikh Iqbal Ahamed, Fahad Mostafa, Md Mostafijur Rahman

机构 * Institute of Information and Communication Technology, Bangladesh University of Engineering and Technology（信息与通信技术研究所，孟加拉国工程与技术大学） ； Computer Science and Engineering, Green university of Bangladesh（计算机科学与工程，绿色大学） ； Computer Science, Marquette University（计算机科学，马基特大学） ； New College of Interdisciplinary Arts and Sciences, Arizona State University（跨学科艺术与科学新学院，亚利桑那州立大学） ； Electrical and Computer Engineering, The University of Texas at Austin（电气与计算机工程，德克萨斯大学奥斯汀分校） 纠错

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

Comments After revision, minor ablation studies have been added in the published version in Biomedical Signal Processing and Control (BSPC)

Unified Multimodal Coherent Field: Synchronous Semantic-Spatial-Vision Fusion for Brain Tumor Segmentation

Mingda Zhang, Yuyang Zheng, Ruixiang Tang, Jingru Qiu, Haiyan Ding

机构 * School of Software, Yunnan University（云南大学软件学院） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.CV

Comments 8 pages, 3 figures

Path-Weighted Integrated Gradients for Interpretable Dementia Classification

Firuz Kamalov, Mohmad Al Falasi, Fadi Thabtah

机构 * Department of Electrical Engineering Canadian University Dubai（电气工程系迪拜加拿大大学） ； Department of Informatics Abu Dhabi School of Management（信息学系阿布扎赫尔管理学院） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.LG

Public Key Encryption with Equality Test from Tag-Based Encryption

Masayuki Tezuka, Keisuke Tanaka

专题命中 医学影像 ：CT(abstract)

Comments A preliminary version of this paper is appeared in the 20th International Workshop on Security (IWSEC 2025)