医学 AI

MRSegmentator: Multi-Modality Segmentation of 40 Classes in MRI and CT

Hartmut Häntze, Lina Xu, Christian J. Mertens, Felix J. Dorfner, Leonhard Donle, Felix Busch, Avan Kader, Sebastian Ziegelmayer, Nadine Bayerl, Nassir Navab, Daniel Rueckert, Julia Schnabel, Hugo JWL Aerts, Daniel Truhn, Fabian Bamberg, Jakob Weiß, Christopher L. Schlett, Steffen Ringhof, Thoralf Niendorf, Tobias Pischon, Hans-Ulrich Kauczor, Tobias Nonnenmacher, Thomas Kröncke, Henry Völzke, Jeanette Schulz-Menger, Klaus Maier-Hein, Mathias Prokop, Bram van Ginneken, Alessa Hering, Marcus R. Makowski, Lisa C. Adams, Keno K. Bressem

机构 * Department of Radiology, Charité - Universitätsmedizin Berlin（柏林查理医院放射科） ； Freie Universität Berlin（柏林自由大学） ； Humboldt Universität zu Berlin（柏林洪堡大学） ； Diagnostic Image Analysis Group, Radboud University Medical Center（拉德堡德大学医学中心诊断图像分析组） ； School of Medicine and Health, Klinikum rechts der Isar, TUM University Hospital（医学与健康学院，莱比锡大学医院） ； Institute of Radiology, University Hospital Erlangen, Friedrich-Alexander-Universität (FAU) Erlangen-Nürnberg（埃朗根大学医院放射科，埃朗根-纽伦堡弗里德里希-亚历山大大学） ； Laboratory for Computer Aided Medical Procedures, Technical University of Munich（慕尼黑技术大学计算机辅助医疗程序实验室） ； Chair for AI in Medicine and Healthcare, Klinikum rechts der Isar, Technical University Munich（医学与健康中的AI教授职位，莱比锡大学医院，慕尼黑技术大学） 纠错

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

Comments 17 pages, 6 figures; updated data; completed co-author info

MM2CT: MR-to-CT translation for multi-modal image fusion with mamba

Chaohui Gong, Zhiying Wu, Zisheng Huang, Gaofeng Meng, Zhen Lei, Hongbin Liu

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

Capsule-ConvKAN: A Hybrid Neural Approach to Medical Image Classification

Laura Pituková, Peter Sinčák, László József Kovács, Peng Wang

机构 * Department of Cybernetics and Artificial Intelligence, Technical University of Košice（控制论与人工智能系，科希斯技术大学） ； Institute of Information Science, University of Miskolc（信息科学研究所，米什科尔特大学） ； Department of Computer Science and Engineering, University of Connecticut（计算机科学与工程系，康涅狄格大学） 纠错

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

Comments Preprint version. Accepted to IEEE SMC 2025

CT-GRAPH: Hierarchical Graph Attention Network for Anatomy-Guided CT Report Generation

Hamza Kalisch, Fabian Hörst, Jens Kleesiek, Ken Herrmann, Constantin Seibold

机构 * Institute for AI in Medicine (IKIM), University Hospital Essen (AöR)（人工智能医学研究所（IKIM）、埃森大学医院（AöR）） ； Department of Nuclear Medicine, University Hospital Essen (AöR)（核医学系、埃森大学医院（AöR）） ； Department of Physics, TU Dortmund（物理系、多特蒙德技术大学） 纠错

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

Beyond Pixels: Medical Image Quality Assessment with Implicit Neural Representations

Caner Özer, Patryk Rygiel, Bram de Wilde, İlkay Öksüz, Jelmer M. Wolterink

机构 * Computer Engineering Department, Istanbul Technical University（伊斯坦布尔技术大学计算机工程系） ； Department of Applied Mathematics, Technical Medical Centre, University of Twente（代尔夫特理工大学应用数学系） 纠错

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

Comments Accepted in 16th Machine Learning in Medical Imaging (MLMI 2025) workshop

A Comprehensive Framework for Uncertainty Quantification of Voxel-wise Supervised Models in IVIM MRI

Nicola Casali, Alessandro Brusaferri, Giuseppe Baselli, Stefano Fumagalli, Edoardo Micotti, Gianluigi Forloni, Riaz Hussein, Giovanna Rizzo, Alfonso Mastropietro

机构 * Department of Acute Brain（急性脑和心血管损伤部门） ； Department of Neuroscience（神经科学部门） ； Istituto di Ricerche Farmacologiche Mario Negri IRCCS（马里奥·内格里药理研究所） ； Milan（米兰） ； Italy（意大利） 纠错

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

Cross-head mutual Mean-Teaching for semi-supervised medical image segmentation

Wei Li, Ruifeng Bian, Wenyi Zhao, Weijin Xu, Huihua Yang

机构 * School of Artificial Intelligence, Beijing University of Posts and Telecommunications（人工智能学院，北京邮电大学） 纠错

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

Comments Code and logs will be available at https://github.com/Leesoon1984/CMMT-Net

Skin-SOAP: A Weakly Supervised Framework for Generating Structured SOAP Notes

Sadia Kamal, Tim Oates, Joy Wan

机构 * Department of Computer Science, University of Maryland, Baltimore County（计算机科学系，马里兰大学巴尔的摩县分校） ； Department of Dermatology, Johns Hopkins University School of Medicine（皮肤科系，约翰霍普金斯大学医学院） 纠错

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

Comments Accepted to IJCAI 2025 Workshops. arXiv admin note: substantial text overlap with arXiv:2506.10328

Are Vision xLSTM Embedded UNet More Reliable in Medical 3D Image Segmentation?

Pallabi Dutta, Soham Bose, Swalpa Kumar Roy, Sushmita Mitra

机构 * Machine Intelligence Unit Indian Statistical Institute（机器智能单位印度统计研究所） ； Department of Computer Science and Engineering Jadavpur University（计算机科学与工程系贾梵布尔大学） ； Department of Computer Science and Engineering Alipurduar Government Engineering and Management College（计算机科学与工程系阿里普杜尔政府工程与管理学院） 纠错

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

Cross-Domain Image Synthesis: Generating H&E from Multiplex Biomarker Imaging

Jillur Rahman Saurav, Mohammad Sadegh Nasr, Jacob M. Luber

机构 * Department of CSE University of Texas at Arlington Arlington, Texas, USA（计算机科学与工程系 乌德勒支理工大学 美国德克萨斯州阿灵顿） 纠错

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

Delay-constrained re-entry governs large-scale brain seizures and other network pathologies

Paul Triebkorn, Huifang E. Wang, Marmaduke Woodman, Maxime Guye, Fabrice Bartolomei, Viktor Jirsa

专题命中 医学影像 ：MRI(abstract)；分类 q-bio

Comments 26 pages, 15 figures

Linear Program-Based Stability Conditions for Nonlinear Autonomous Systems

Sadredin Hokmi, Mohammad Khajenejad

专题命中 医学影像 ：CT(abstract)

Comments 6 pages. Submitted to NOLCOS'2025

Polytopal mesh agglomeration via geometrical deep learning for three-dimensional heterogeneous domains

Paola F. Antonietti, Mattia Corti, Gabriele Martinelli

专题命中 医学影像 ：medical image(abstract)

STARFormer: A Novel Spatio-Temporal Aggregation Reorganization Transformer of FMRI for Brain Disorder Diagnosis

Wenhao Dong, Yueyang Li, Weiming Zeng, Lei Chen, Hongjie Yan, Wai Ting Siok, Nizhuan Wang

机构 * Laboratory of Digital Image and Intelligent Computation, College of Information Engineering, Shanghai Maritime University（数字图像与智能计算实验室，信息工程学院，上海 Maritime 大学） ； Department of Chinese and Bilingual Studies, The Hong Kong Polytechnic University（中英双语研究部，香港理工大学） ； Department of Neurology, Affiliated Lianyungang Hospital of Xuzhou Medical University（神经科，徐州医学院附属连云港医院） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)；biomedical(abstract)；分类 cs.CV、cs.LG、eess.IV

Journal ref Neural Networks, 2025

Brain Network Analysis Based on Fine-tuned Self-supervised Model for Brain Disease Diagnosis

Yifei Tang, Hongjie Jiang, Changhong Jing, Hieu Pham, Shuqiang Wang

机构 * Southern University of Science and Technology（南方科技大学） ； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究院，中国科学院） ； College of Engineering and Computer Science（工程与计算机科学学院） ； VinUni-Illinois Smart Health Center（VinUniversity智能健康中心） ； Department of Information and Communication（信息与通信部门） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)；分类 cs.CV、eess.IV

Comments 13 pages, 3 figures, International Conference on Neural Computing for Advanced Applications

Graph-Based Fault Diagnosis for Rotating Machinery: Adaptive Segmentation and Structural Feature Integration

Moirangthem Tiken Singh

机构 * Department of Computer Science and Engineering, DUIET, Dibrugarh University（计算机科学与工程系，DUIET，迪布格尔大学） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)

Journal ref Results in Engineering, 106566 (2025)

Online Graph Topology Learning via Time-Vertex Adaptive Filters: From Theory to Cardiac Fibrillation

Alexander Jenkins, Thiernithi Variddhisai, Ahmed El-Medany, Fu Siong Ng, Danilo Mandic

机构 * Department of Electrical and Electronic Engineering, Imperial College London（帝国理工学院伦敦校区电子与电气工程系） ； National Heart and Lung Institute, Imperial College London（帝国理工学院伦敦校区国家心脏和肺研究所） 纠错

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

ConfAgents: A Conformal-Guided Multi-Agent Framework for Cost-Efficient Medical Diagnosis

Huiya Zhao, Yinghao Zhu, Zixiang Wang, Yasha Wang, Junyi Gao, Liantao Ma

专题命中 诊断辅助 ：diagnosis(title)

Comments Code: https://github.com/PKU-AICare/ConfAgents

Overview of Automatic Speech Analysis and Technologies for Neurodegenerative Disorders: Diagnosis and Assistive Applications

Shakeel A. Sheikh, Md. Sahidullah, Ina Kodrasi

专题命中 诊断辅助 ：diagnosis(title)

Comments Published in IEEE Journal of Selected Topics in Signal Processing

Journal ref https://ieeexplore.ieee.org/abstract/document/11086511/

Artificial Intelligence-Based Classification of Spitz Tumors

Ruben T. Lucassen, Marjanna Romers, Chiel F. Ebbelaar, Aia N. Najem, Donal P. Hayes, Antien L. Mooyaart, Sara Roshani, Liliane C. D. Wynaendts, Nikolas Stathonikos, Gerben E. Breimer, Anne M. L. Jansen, Mitko Veta, Willeke A. M. Blokx

机构 * Department of Pathology, University Medical Center Utrecht（病理学系，乌得勒支大学医学中心） ； Department of Biomedical Engineering, Eindhoven University of Technology（生物医学工程系，埃因霍温理工大学） ； Department of Dermatology, Leiden University Medical Center（皮肤科，莱顿大学医学中心） ； Department of Pathology, Radboud University Medical Center（病理学系，拉德堡德大学医学中心） ； Department of Pathology, Meander Medical Center（病理学系，梅德纳医疗中心） ； Department of Pathology, Erasmus Medical Center（病理学系，埃因霍温医学中心） ； Department of Pathology, Amsterdam University Medical Center（病理学系，阿姆斯特丹大学医学中心） ； Department of Pathology, St. Antonius Hospital（病理学系，圣安托万医院） 纠错

专题命中 诊断辅助 ：pathology(abstract)；分类 cs.CV、eess.IV

Comments 19 pages, 2 figures, 6 tables, 6 supplementary tables

Rethinking industrial artificial intelligence: a unified foundation framework

Jay Lee, Hanqi Su

机构 * Center for Industrial Artificial Intelligence, Department of Mechanical Engineering, A. James Clark School of Engineering, University of Maryland, College Park, Maryland, United States of America（工业人工智能中心、机械工程系、A. James Clark工程学院、马里兰大学、 College Park分校、马里兰、美国） 纠错

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

Comments The paper submitted to IJAMD, the International Journal of AI for Materials and Design, has been accepted

Journal ref Int J AI Mater Des. 2025; 2(2), 56-68

Discrepancy-Aware Contrastive Adaptation in Medical Time Series Analysis

Yifan Wang, Hongfeng Ai, Ruiqi Li, Maowei Jiang, Ruiyuan Kang, Jiahua Dong, Cheng Jiang, Chenzhong Li

专题命中 诊断辅助 ：diagnosis(abstract)

Comments 10 pages

Uncovering the Influence Flow Model of Transistor Amplifiers, Its Reconstruction and Application

Mohammed Tuhin Rana, Mishfad Shaikh Veedu, Murti V. Salapaka

专题命中 诊断辅助 ：diagnosis(abstract)

Unlocking the Potential of Digital Pathology: Novel Baselines for Compression

Maximilian Fischer, Peter Neher, Peter Schüffler, Sebastian Ziegler, Shuhan Xiao, Robin Peretzke, David Clunie, Constantin Ulrich, Michael Baumgartner, Alexander Muckenhuber, Silvia Dias Almeida, Michael Götz, Jens Kleesiek, Marco Nolden, Rickmer Braren, Klaus Maier-Hein

专题命中 病理影像 ：pathology(title,abstract)；分类 cs.CV、eess.IV

The NCI Imaging Data Commons as a platform for reproducible research in computational pathology

Daniela P. Schacherer, Markus D. Herrmann, David A. Clunie, Henning Höfener, William Clifford, William J. R. Longabaugh, Steve Pieper, Ron Kikinis, Andrey Fedorov, André Homeyer

机构 * Fraunhofer Institute for Digital Medicine MEVIS（弗劳恩霍夫数字医学研究所MEVIS） ； Department of Pathology, Massachusetts General Hospital（麻省总医院病理科部门） ； Harvard Medical School（哈佛医学院） ； Institute for Systems Biology（系统生物学研究所） 纠错

专题命中 病理影像 ：pathology(title,abstract)；分类 cs.CV、cs.LG

Comments 13 pages, 5 figures; improved manuscript, new experiments with P100 GPU

Journal ref Computer Methods and Programs in Biomedicine (2023)

Deformable Attention Graph Representation Learning for Histopathology Whole Slide Image Analysis

Mingxi Fu, Xitong Ling, Yuxuan Chen, Jiawen Li, fanglei fu, Huaitian Yuan, Tian Guan, Yonghong He, Lianghui Zhu

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

AHDMIL: Asymmetric Hierarchical Distillation Multi-Instance Learning for Fast and Accurate Whole-Slide Image Classification

Jiuyang Dong, Jiahan Li, Junjun Jiang, Kui Jiang, Yongbing Zhang

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

MoMA: A Mixture-of-Multimodal-Agents Architecture for Enhancing Clinical Prediction Modelling

Jifan Gao, Mahmudur Rahman, John Caskey, Madeline Oguss, Ann O'Rourke, Randy Brown, Anne Stey, Anoop Mayampurath, Matthew M. Churpek, Guanhua Chen, Majid Afshar

机构 * University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； Northwestern University（西北大学） 纠错

专题命中 医疗多模态 ：medical image(abstract)；分类 cs.LG

Proof-of-Useful-Work Blockchain for Trustworthy Biomedical Hyperdimensional Computing

Jinghao Wen, Dongning Ma, Sizhe Zhang, Hasshi Sudler, Xun Jiao

专题命中 生物医学文本 ：biomedical(title,abstract)

Alz-QNet: A Quantum Regression Network for Studying Alzheimer's Gene Interactions

Debanjan Konar, Neerav Sreekumar, Richard Jiang, Vaneet Aggarwal

机构 * University of the Moon（月球大学） ； Purdue University（普渡大学） ； Indian Institute of Technology Tirupati（印度理工学院特里普蒂） ； Lancaster University（兰卡斯特大学） 纠错

专题命中 生物医学文本 ：pathology(abstract)；分类 cs.LG、q-bio

Journal ref Computers in Biology and Medicine, Volume 196, Part C, September 2025, 110837