医学 AI

AI-Driven Radiology Report Generation for Traumatic Brain Injuries

Riadh Bouslimi, Houda Trabelsi, Wahiba Ben Abdssalem Karaa, Hana Hedhli

机构 * Higher School of Digital Economics, Manouba, University of Manouba, Tunisia（数字经济学高等学院，曼布巴，曼布巴大学，突尼斯） ； Higher Institute of Management of Tunis, University of Tunis, Tunisia（突尼斯管理高等学院，突尼斯大学，突尼斯） ； Emergency Department Charles Nicolle Hospital, Tunis El Manar University, Tunisia（查尔斯·尼科勒医院急诊部，突尼斯埃尔曼纳大学，突尼斯） 纠错

专题命中 医学影像 ：radiology(title,abstract)；medical image(abstract)；MRI(abstract)；CT(abstract)

Journal ref J.Imaging.Inform.Med. 1 (2025) 1-16

Random Window Augmentations for Deep Learning Robustness in CT and Liver Tumor Segmentation

Eirik A. Østmo, Kristoffer K. Wickstrøm, Keyur Radiya, Michael C. Kampffmeyer, Karl Øyvind Mikalsen, Robert Jenssen

机构 * UiT Machine Learning Group（UiT机器学习组） ； University Hospital of North Norway（北挪威大学医院） ； Norwegian Computing Centre（挪威计算中心） ； Pioneer Centre for AI（人工智能先锋中心） 纠错

专题命中 医学影像 ：CT(title,abstract)；medical image(abstract)；diagnosis(abstract)；radiology(abstract)

Comments 10 pages, 9 figures. This work has been submitted to the IEEE for possible publication

FireGNN: Neuro-Symbolic Graph Neural Networks with Trainable Fuzzy Rules for Interpretable Medical Image Classification

Prajit Sengupta, Islem Rekik

机构 * Imperial College London（伦敦帝国学院） 纠错

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

Comments Accepted at NeurIPS 2025 Conference (Workshop Track), San Diego, USA

Learning from Limited Multi-Phase CT: Dual-Branch Prototype-Guided Framework for Early Recurrence Prediction in HCC

Hsin-Pei Yu, Si-Qin Lyu, Yi-Hsien Hsieh, Weichung Wang, Tung-Hung Su, Jia-Horng Kao, Che Lin

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

Robust Source-Free Domain Adaptation for Medical Image Segmentation based on Curriculum Learning

Ziqi Zhang, Yuexiang Li, Yawen Huang, Nanjun He, Tao Xu, Liwei Lin, Yefeng Zheng, Shaoxin Li, Feiyue Huang

机构 * Shanghai Digital Medicine Innovation Center, Ruijin Hospital（上海数字医学创新中心，瑞金医院） ； Tsinghua University（清华大学） ； Medical AI ReSearch (MARS) Group, Guangxi Key Laboratory for Genomic and Personalized Medicine, Guangxi Medical University（医学AI研究组（MARS）, 广西基因组与个性化医学重点实验室，广西医科大学） ； Jarvis Research Center, Tencent Youtu Lab（Jarvis研究中心，腾讯优图实验室） ； University of California, Berkeley（加州大学伯克利分校） ； Westlake University（西湖大学） 纠错

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

Resolving quantitative MRI model degeneracy in self-supervised machine learning

Giulio V. Minore, Louis Dwyer-Hemmings, Timothy J. P. Bray, Hui Zhang

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

Comments Accepted at IPMI 2025

Journal ref Information Processing in Medical Imaging. IPMI 2025. Lecture Notes in Computer Science, vol 15830. Springer, Cham

MRI-derived quantification of hepatic vessel-to-volume ratios in chronic liver disease using a deep learning approach

Alexander Herold, Daniel Sobotka, Lucian Beer, Nina Bastati, Sarah Poetter-Lang, Michael Weber, Thomas Reiberger, Mattias Mandorfer, Georg Semmler, Benedikt Simbrunner, Barbara D. Wichtmann, Sami A. Ba-Ssalamah, Michael Trauner, Ahmed Ba-Ssalamah, Georg Langs

专题命中 医学影像 ：MRI(title,abstract)

Comments ^Alexander Herold and Daniel Sobotka share first-authorship

MInDI-3D: Iterative Deep Learning in 3D for Sparse-view Cone Beam Computed Tomography

Daniel Barco, Marc Stadelmann, Martin Oswald, Ivo Herzig, Lukas Lichtensteiger, Pascal Paysan, Igor Peterlik, Michal Walczak, Bjoern Menze, Frank-Peter Schilling

机构 * Centre for Artificial Intelligence (CAI), Zurich University of Applied Sciences (ZHAW)（人工智能中心（CAI）、应用科学大学（ZHAW）） ； Institute of Applied Mathematics and Physics (IAMP), Zurich University of Applied Sciences (ZHAW)（应用数学与物理研究所（IAMP）、应用科学大学（ZHAW）） ； Varian Medical Systems Imaging Lab（Varian医疗系统影像实验室） ； Biomedical Image Analysis and Machine Learning, University of Zurich（生物医学影像分析与机器学习、苏黎世大学） 纠错

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

How We Won BraTS-SSA 2025: Brain Tumor Segmentation in the Sub-Saharan African Population Using Segmentation-Aware Data Augmentation and Model Ensembling

Claudia Takyi Ankomah, Livingstone Eli Ayivor, Ireneaus Nyame, Leslie Wambo, Patrick Yeboah Bonsu, Aondona Moses Iorumbur, Raymond Confidence, Toufiq Musah

机构 * Kwame Nkrumah University of Science and Technology（卡布雷·克鲁马大学科学与技术大学） ； University of Cape Coast（科克斯特大学） ； University of Toronto（多伦多大学） ； Department of Biomedical Engineering, McGill University（麦吉尔大学生物医学工程系） ； Department of Physics, Federal University of Technology（联邦技术大学物理系） 纠错

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

Comments Brain Tumor Segmentation Challenge, International Medical Image Computing and Computer Assisted Intervention (MICCAI) Conference, 11 Pages, 2 Figures, 2 Tables

Large Kernel MedNeXt for Breast Tumor Segmentation and Self-Normalizing Network for pCR Classification in Magnetic Resonance Images

Toufiq Musah

机构 * Department of Computer Engineering, Kwame Nkrumah University of Science and Technology（计算机工程系，库马西大学科学与技术学院） ； Infectious Disease Group, Kumasi Centre for Collaborative Research in Tropical Medicine（传染病研究组，库马西热带医学协作研究中心） 纠错

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

Comments 8 pages, 2 figures, 2 tables, Accepted at MICCAI 2025 Deep-Breath Workshop

Journal ref Lecture Notes in Computer Science, vol 16142. Springer, Cham (2025)

MAMBO: High-Resolution Generative Approach for Mammography Images

Milica Škipina, Nikola Jovišić, Nicola Dall'Asen, Vanja Švenda, Anil Osman Tur, Slobodan Ilić, Elisa Ricci, Dubravko Ćulibrk

机构 * The Institute for Artificial Intelligence Research and Development of Serbia（塞尔维亚人工智能研究与开发研究所） ； University of Trento（特伦托大学） ； Faculty of Technical Sciences, University of Novi Sad（诺维萨大学技术科学学院） ； University of Pisa（比萨大学） ； Fondazione Bruno Kessler（布鲁诺·凯斯勒基金会） ； University of Verona（威尼斯大学） 纠错

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

Comments 21 pages, 14 figures, 7 tables

Multi-Turn Human-LLM Interaction Through the Lens of a Two-Way Intelligibility Protocol

Harshvardhan Mestha, Karan Bania, Shreyas V Sathyanarayana, Sidong Liu, Ashwin Srinivasan

机构 * Dept. of Electrical and Electronics Engineering（电子工程系） ； BITS Pilani, K.K. Birla Goa Campus（比斯汉学院，戈阿校园） ； Machine Learning Department（机器学习系） ； Carnegie Mellon University（卡内基梅隆大学） ； Centre for Health Informatics（健康信息学中心） ； Macquarie University, Sydney（麦考瑞大学，悉尼） ； Dept. of Computer Science & Information Systems（计算机科学与信息系统系） 纠错

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

Comments Multi-Turn Interactions in Large Language Models (MTI-LLM) Workshop at NeurIPS 2025

Demystifying Deep Learning-based Brain Tumor Segmentation with 3D UNets and Explainable AI (XAI): A Comparative Analysis

Ming Jie Ong, Sze Yinn Ung, Sim Kuan Goh, Jimmy Y. Zhong

机构 * School of Artificial Intelligence and Robotics, Xiamen University Malaysia（人工智能与机器人学院，马来西亚厦门大学） ； School of Computing and Data Science, Xiamen University Malaysia（计算与数据科学学院，马来西亚厦门大学） ； Georgia Institute of Technology（佐治亚理工学院） ； School of Social and Health Sciences, James Cook University（社会科学与健康科学学院，詹姆斯库克大学） ； College of Healthcare Sciences, James Cook University（健康科学学院，詹姆斯库克大学） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.CV

CurvNet: Latent Contour Representation and Iterative Data Engine for Curvature Angle Estimation

Zhiwen Shao, Yichen Yuan, Lizhuang Ma, Xiaojia Zhu

机构 * School of Computer Science（计算机科学学院） ； Technology, China University of Mining（采矿技术，中国矿业大学） ； Mine Digitization Engineering Research Center of the Ministry of Education（教育部长矿山数字化工程研究中心） ； School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院） ； Xuzhou Central Hospital/The Xuzhou Clinical School of Xuzhou Medical University（徐州中心医院/徐州医学院徐州临床学院） ； Xuzhou Rehabilitation Hospital/The Affiliated Xuzhou Rehabilitation Hospital of Xuzhou Medical University（徐州康复医院/徐州医学院附属徐州康复医院） 纠错

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

Beyond hospital reach: Autonomous lightweight ultrasound robot for liver sonography

Zihan Li, Yixiao Xu, Lei Zhang, Taiyu Han, Xinshan Yang, Yingni Wang, Mingxuan Liu, Shenghai Xin, Linxun Liu, Hongen Liao, Guochen Ning

专题命中 医学影像 ：pathology(abstract)

ITRUSST Consensus on Biophysical Safety for Transcranial Ultrasound Stimulation

Jean-François Aubry, David Attali, Mark E. Schafer, Elsa Fouragnan, Charles F. Caskey, Robert Chen, Ghazaleh Darmani, Ellen J. Bubrick, Jérôme Sallet, Christopher R. Butler, Charlotte J. Stagg, Miriam C. Klein-Flügge, Seung-Schik Yoo, Christy Holland, Brad Treeby, Eleanor Martin, Lennart Verhagen, Kim Butts Pauly

专题命中 医学影像 ：biomedical(abstract)

Comments ITRUSST consensus, 16 pages, 1 table, 1 figure

Magnetic field induced valence change in Eu(Co$_{1-x}$Ni$_{x}$)$_{2}$P$_{2}$ up to 60 T

Raito Nakamura, Azumi Ishita, Jin Nakamura, Hiroto Ohta, Yuya Haraguchi, Hiroko Aruga Katori, Hajime Ishikawa, Akira Matsuo, Koichi Kindo, Minoru Nohara, Akihiko Ikeda

专题命中 医学影像 ：CT(abstract)

Comments 7 pages, 5 figures to appear in Phys. Rev. B

Journal ref Phys. Rev. B 107, 235110 (2023)

ProtoMedX: Towards Explainable Multi-Modal Prototype Learning for Bone Health Classification

Alvaro Lopez Pellicer, Andre Mariucci, Plamen Angelov, Marwan Bukhari, Jemma G. Kerns

机构 * School of Computing and Communications（计算与通讯学院） ； Lancaster Medical School（兰卡斯特医学学院） 纠错

专题命中 诊断辅助 ：diagnosis(abstract,comments)；分类 cs.CV、cs.LG

Comments ICCV 2025 (PHAROS-AFE-AIMI: Adaptation, Fairness, and Explainability in Medical Imaging). 8 pages, 5 figures, 4 tables. Keywords: multi-modal, multimodal, prototype learning, explainable AI, interpretable models, case-based reasoning, medical imaging, DEXA, bone health, osteoporosis, osteopenia, diagnosis, classification, clustering

CaRT: Teaching LLM Agents to Know When They Know Enough

Grace Liu, Yuxiao Qu, Jeff Schneider, Aarti Singh, Aviral Kumar

机构 * Carnegie Mellon University（卡内基梅隆大学） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)；分类 cs.LG

Semi-automated extraction of research topics and trends from NCI funding in radiological sciences from 2000-2020

Mark Nguyen, Peter Beidler, Joseph Tsai, August Anderson, Daniel Chen, Paul Kinahan, John Kang

专题命中 诊断辅助 ：biomedical(abstract)；分类 cs.CV

Comments Presented at the American Society of Radiation Oncology annual meeting in 2021 ((doi: 10.1016/j.ijrobp.2021.07.263) and the Practical Big Data Workshop 2022

Journal ref Int J Radiat Oncol Biol Phys . 2025 Jun 1;122(2):458-466. Epub 2025 Jan 25

Depression Detection on Social Media with Large Language Models

Xiaochong Lan, Zhiguang Han, Yiming Cheng, Li Sheng, Jie Feng, Chen Gao, Yong Li

机构 * Department of Electronic Engineering, BNRist, Tsinghua University（电子工程系，北京理工大学，清华大学） ； College of Computing and Data Science, Nanyang Technological University（计算与数据科学学院，南洋理工大学） ； Department of Computer Science, The University of Chicago（计算机科学系，芝加哥大学） 纠错

专题命中 诊断辅助 ：diagnosis(abstract)

Comments EMNLP 2025

Emotionally Vulnerable Subtype of Internet Gaming Disorder: Measuring and Exploring the Pathology of Problematic Generative AI Use

Haocan Sun, Di Wu, Weizi Liu, Guoming Yu, Mike Yao

专题命中 病理影像 ：pathology(title)

Comments 27 pages, 5 figures, 5 tables

HySim-LLM: Embedding-Weighted Fine-Tuning Bounds and Manifold Denoising for Domain-Adapted LLMs

Majid Jaberi-Douraki, Hossein Sholehrasa, Xuan Xu, Remya Ampadi Ramachandran

机构 * DATA Consortium and FARAD Program, Kansas State University, Olathe, KS, USA（DATA Consortium和FARAD计划，堪萨斯州立大学） ； Department of Mathematics, Kansas State University, Olathe, KS, USA（数学系，堪萨斯州立大学） ； Department of Computer Science, Kansas State University, Manhattan, KS, USA（计算机科学系，堪萨斯州立大学） ； Department of Statistics, Kansas State University, Olathe, KS, USA（统计学系，堪萨斯州立大学） 纠错

专题命中 生物医学文本 ：biomedical(abstract)；分类 cs.LG

Anomalous proteinaceous shells with octagonal local order

Sergei B. Rochal, Aleksey S. Roshal, Olga V. Konevtsova, Rudolf Podgornik

专题命中 生物医学文本 ：biomedical(abstract)

Comments 12 pages, 6 figures, accepted to Phys. Rev. E

EEG Sleep Stage Classification with Continuous Wavelet Transform and Deep Learning

Mehdi Zekriyapanah Gashti, Ghasem Farjamnia

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG

Comments 11 pages, 2 figures

Journal ref MUST Journal of Research and Development (MJRD) Volume 6 Issue 3, pp. 428-437, 2025

SE3D: A Framework For Saliency Method Evaluation In 3D Imaging

Mariusz Wiśniewski, Loris Giulivi, Giacomo Boracchi

专题命中 医学数据与评测 ：MRI(abstract)；CT(abstract)；分类 cs.CV

Journal ref 2024 IEEE International Conference on Image Processing (ICIP), pp. 89-95