医学 AI

Towards Prospective Medical Image Reconstruction via Knowledge-Informed Dynamic Optimal Transport

Taoran Zheng, Yan Yang, Xing Li, Xiang Gu, Jian Sun, Zongben Xu

机构 * School of Mathematics and Statistics, Xi’an Jiaotong University（西安交通大学数学与统计学学院） 纠错

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

D-PerceptCT: Deep Perceptual Enhancement for Low-Dose CT Images

Taifour Yousra Nabila, Azeddine Beghdadi, Marie Luong, Zuheng Ming, Habib Zaidi, Faouzi Alaya Cheikh

机构 * Sorbonne Paris Nord University（巴黎-北大学） ； Geneva University Hospital（日内瓦大学医院） ； NTNU University（挪威特罗姆斯雷南大学） 纠错

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

GCA-ResUNet:Image segmentation in medical images using grouped coordinate attention

Jun Ding, Shang Gao

机构 * Jiangsu University of Science and Technology（江苏科技大学） 纠错

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

Enabling Real-Time Volumetric Imaging in Interventional Radiology Suits via a Deep Learning Framework Robust to C-arm Tilt

Fawazilla Utomo, Tess Reynolds, Nicholas Hindley

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

PoCGM: Poisson-Conditioned Generative Model for Sparse-View CT Reconstruction

Changsheng Fang, Yongtong Liu, Bahareh Morovati, Shuo Han, Li Zhou, Hengyong Yu

机构 * Department of Electrical and Computer Engineering, University of Massachusetts Lowel（电气与计算机工程系，马萨诸塞大学洛伊尔分校） 纠错

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

Comments 18th International Meeting on Fully 3D Image Reconstruction in Radiology and Nuclear Medicine, Shanghai, CHINA, 2025

MRI Plane Orientation Detection using a Context-Aware 2.5D Model

SangHyuk Kim, Daniel Haehn, Sumientra Rampersad

机构 * Department of Computer Science, University of Massachusetts Boston（计算机科学系，马萨诸塞大学波士顿分校） ； Department of Physics, University of Massachusetts Boston（物理系，马萨诸塞大学波士顿分校） 纠错

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

Comments 5 pages, 5 figures, 2 tables

DeSamba: Decoupled Spectral Adaptive Framework for 3D Multi-Sequence MRI Lesion Classification

Dezhen Wang, Sheng Miao, Rongxin Chai, Jiufa Cui

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

Comments Our manuscript requires further experimental work, and the dataset cannot be made publicly available; therefore, we respectfully request withdrawal of the paper

Autoregressive Image Diffusion: Generation of Image Sequence and Application in MRI

Guanxiong Luo, Shoujin Huang, Martin Uecker

机构 * University Medical Center Göttingen（哥廷根大学医学中心） ； Shenzhen Technology University（深圳科技大学） ； Graz University of Technology（格拉茨技术大学） 纠错

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

Journal ref Advances in Neural Information Processing Systems 2024;37:129094-129119

Generative Priors for MRI Reconstruction Trained from Magnitude-Only Images Using Phase Augmentation

Guanxiong Luo, Xiaoqing Wang, Mortiz Blumenthal, Martin Schilling, Erik Hans Ulrich Rauf, Raviteja Kotikalapudi, Niels Focke, Martin Uecker

机构 * 1 Institute for Diagnostic ； Interventional Radiology, University Medical Center G\"ottingen, Germany 2 Institute of Biomedical Imaging, Graz University of Technology, Graz, Austria 3 Clinic for Neurology, University Medical Center Göttingen, Germany 4 German Centre for Cardiovascular Research (DZHK), partner site Lower Saxony, Germany 5 Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Harvard Medical School 纠错

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

Journal ref Phil. Trans. R. Soc. A 2025;383:20240323

MRI Embeddings Complement Clinical Predictors for Cognitive Decline Modeling in Alzheimer's Disease Cohorts

Nathaniel Putera, Daniel Vilet Rodríguez, Noah Videcrantz, Julia Machnio, Mostafa Mehdipour Ghazi

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

Comments Accepted at SPIE - Medical Imaging Conference 2026

SAM-Fed: SAM-Guided Federated Semi-Supervised Learning for Medical Image Segmentation

Sahar Nasirihaghighi, Negin Ghamsarian, Yiping Li, Marcel Breeuwer, Raphael Sznitman, Klaus Schoeffmann

机构 * Institute of Information Technology (ITEC), University of Klagenfurt, Austria（信息科技研究所（ITEC），克莱芬福特大学，奥地利） ； Center for Artificial Intelligence in Medicine, University of Bern, Switzerland（医学人工智能中心，伯恩大学，瑞士） ； Department of Biomedical Engineering, Eindhoven University of Technology, Netherlands（生物医学工程系，埃因霍温理工大学，荷兰） 纠错

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

Zero-Training Task-Specific Model Synthesis for Few-Shot Medical Image Classification

Yao Qin, Yangyang Yan, YuanChao Yang, Jinhua Pang, Huanyong Bi, Yuan Liu, HaiHua Wang

机构 * AI Innovation Department, Beijing 1st BioTech Group Co., Ltd.（人工智能创新部门，北京第一生物科技集团有限公司） ； Diplomatic Negotiation Simulation and Data Laboratory, China Foreign Affairs University（外交谈判模拟与数据实验室，中国外交学院） 纠错

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

LINGUAL: Language-INtegrated GUidance in Active Learning for Medical Image Segmentation

Md Shazid Islam, Shreyangshu Bera, Sudipta Paul, Amit K. Roy-Chowdhury

机构 * UC Riverside（加州大学河滨分校） ； Samsung Research America（三星美国研究机构） 纠错

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

Foundation Models in Medical Imaging: A Review and Outlook

Vivien van Veldhuizen, Vanessa Botha, Chunyao Lu, Melis Erdal Cesur, Kevin Groot Lipman, Edwin D. de Jong, Hugo Horlings, Clárisa I. Sanchez, Cees G. M. Snoek, Lodewyk Wessels, Ritse Mann, Eric Marcus, Jonas Teuwen

机构 * Netherlands Cancer Institute（荷兰癌症研究所） ； Radboud University Medical Center（拉德堡德大学医学中心） ； Delft University of Technology（代尔夫特理工大学） ； University of Amsterdam（阿姆斯特丹大学） ； Oncode Institute（Oncode研究所） 纠错

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

Rational Approximation of Golden Angles: Accelerated Reconstructions for Radial MRI

Nick Scholand, Philip Schaten, Christina Graf, Daniel Mackner, H. Christian M. Holme, Moritz Blumenthal, Andrew Mao, Jakob Assländer, Martin Uecker

专题命中 医学影像 ：MRI(title,abstract)

Comments 27 pages, 7 figures, 3 tables

Journal ref Magnetic Resonance in Medicine 2025;93:51-66

Self-Supervised Learning for Improved Calibrationless Radial MRI with NLINV-Net

Moritz Blumenthal, Chiara Fantinato, Christina Unterberg-Buchwald, Markus Haltmeier, Xiaoqing Wang, Martin Uecker

专题命中 医学影像 ：MRI(title)；分类 eess.IV

Comments Submitted to Magnetic Resonance in Medicine

Journal ref Magnetic Resonance in Medicine 2024;92:2447-2463

Hybrid Convolution Neural Network Integrated with Pseudo-Newton Boosting for Lumbar Spine Degeneration Detection

Pandiyaraju V, Abishek Karthik, Jaspin K, Kannan A, Jaime Lloret

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

Classification of Aortic Shape with Topographical Pair Correlation Functions

Cooper Bruno, Tiago Cecchi, Joseph A. Pugar, Luka Pocivavsek, Newell Washburn

专题命中 医学影像 ：medical image(abstract)；CT(abstract)；分类 q-bio

Comments 14 pages, 5 figures

Iterative Explainability for Weakly Supervised Segmentation in Medical PE Detection

Florin Condrea, Saikiran Rapaka, Marius Leordeanu

机构 * Foundational Technologies, Siemens（西门子基础技术） ； Siemens Healthineers（西门子医疗影像） ； Polytechnic University of Bucharest（布加勒斯特理工大学） 纠错

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

Comments Paper accepted at MICAD2025 Previous title: "Label up: Learning pulmonary embolism segmentation from image level annotation through model explainability"

NERD: Network-Regularized Diffusion Sampling For 3D Computed Tomography

Shijun Liang, Ismail Alkhouri, Qing Qu, Rongrong Wang, Saiprasad Ravishankar

专题命中 医学影像 ：CT(abstract)；分类 eess.IV

Journal ref CAMSAP2025

Deep Learning-Based Regional White Matter Hyperintensity Mapping as a Robust Biomarker for Alzheimer's Disease

Julia Machnio, Mads Nielsen, Mostafa Mehdipour Ghazi

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

Comments Accepted at SPIE - Medical Imaging Conference 2026

Silhouette-to-Contour Registration: Aligning Intraoral Scan Models with Cephalometric Radiographs

Yiyi Miao, Taoyu Wu, Ji Jiang, Tong Chen, Zhe Tang, Zhengyong Jiang, Angelos Stefanidis, Limin Yu, Jionglong Su

机构 * School of AI and Advanced Computing, Xi'an Jiaotong-Liverpool University, China（人工智能与先进计算学院，西安交通大学利物浦大学，中国） ； School of Electrical Engineering, Electronics and Computer Science, University of Liverpool, United Kingdom（电子工程、电子科学与计算机科学学院，利物浦大学，英国） ； School of Advanced Technology, Xi'an Jiaotong-Liverpool University, China（先进技术学院，西安交通大学利物浦大学，中国） ； School of Physical Sciences, University of Liverpool, Liverpool, United Kingdom（物理科学学院，利物浦大学，英国） ； School of Mathematics and Physics, Xi'an Jiaotong-Liverpool University, China（数学与物理学院，西安交通大学利物浦大学，中国） ； Institute of Artificial Intelligence Innovation, Zhejiang University of Technology, China（人工智能创新研究院，浙江工业大学，中国） 纠错

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

Posterior Sampling by Combining Diffusion Models with Annealed Langevin Dynamics

Zhiyang Xun, Shivam Gupta, Eric Price

机构 * UT Austin（得克萨斯大学） ； Microsoft Research（微软研究院） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.LG

Comments NeurIPS 2025

Imaging-Based Mortality Prediction in Patients with Systemic Sclerosis

Alec K. Peltekian, Karolina Senkow, Gorkem Durak, Kevin M. Grudzinski, Bradford C. Bemiss, Jane E. Dematte, Carrie Richardson, Nikolay S. Markov, Mary Carns, Kathleen Aren, Alexandra Soriano, Matthew Dapas, Harris Perlman, Aaron Gundersheimer, Kavitha C. Selvan, John Varga, Monique Hinchcliff, Krishnan Warrior, Catherine A. Gao, Richard G. Wunderink, GR Scott Budinger, Alok N. Choudhary, Anthony J. Esposito, Alexander V. Misharin, Ankit Agrawal, Ulas Bagci

机构 * Department of Computer Science, Northwestern University, Evanston, IL 60208, USA Division of Pulmonary ； Critical Care Medicine, Northwestern University, Chicago, IL 60611, USA Machine \& Hybrid Intelligence Lab, Department of Radiology, Northwestern University, Chicago, IL 60611, USA Division of Rheumatology, Northwestern University, Chicago, IL 60611, USA Division of Rheumatology, University of Michigan, Ann Arbor, MI 48109, USA Section of Rheumatology, Allergy \& Immunology, Yale University, New Haven, CT 06520, USA Department of Electrical ； Computer Engineering, Northwestern University, Evanston, IL 60208, USA 纠错

专题命中 医学影像 ：CT(abstract)；分类 cs.CV

Comments 11 pages, 4 figures, 1 table, accepted in MICCAI PRIME 2025

Journal ref MICCAI PRIME 2025

Multi-network Topology Underlying Individual Language Learning Success

Peilun Song, Shuguang Yang, Xiujuan Geng, Zhenzhong Gan, Suiping Wang, Gangyi Feng

专题命中 医学影像 ：MRI(abstract)；分类 q-bio

Lightweight Multi-task CNN for ECG Diagnosis with GRU-Diffusion

Lehuai Xu, Zirui Lu, Haoran Yang, Yina Zhou

专题命中 诊断辅助 ：diagnosis(title,abstract)；分类 eess.SP

Comments 15 pages, 5 figures

A Specialized Large Language Model for Clinical Reasoning and Diagnosis in Rare Diseases

Tao Yang, Dandan Huang, Yunting Lin, Pengfei Wu, Zhikun Wu, Gangyuan Ma, Yulan Lu, Xinran Dong, Dingpeng Li, Junshuang Ge, Zhiyan Zhang, Xuanzhao Huang, Wenyan Nong, Yao Zhou, Hui Tang, Hongxi Yang, Shijie Zhang, Juan Li, Xiaojun Cao, Lin Yang, Xia Gao, Kaishou Xu, Xiaoqiong Gu, Wen Zhang, Huimin Xia, Li Liu, Wenhao Zhou, Mulin Jun Li

专题命中 诊断辅助 ：diagnosis(title,abstract)

Comments 50 pages, 5 figures

Stage Aware Diagnosis of Diabetic Retinopathy via Ordinal Regression

Saksham Kumar, D Sridhar Aditya, T Likhil Kumar, Thulasi Bikku, Srinivasarao Thota, Chandan Kumar

机构 * Amrita School of Computing, Amrita Vishwa Vidyapeetham, Amaravati Campus, Andhra Pradesh - 522503, India（阿米特拉计算学校，阿米特拉世界大学，阿曼瓦蒂校区，安得拉邦，印度） ； Amity Institute of Information Technology, Amity University Jharkhand, Ranchi, India（阿米特大学信息科技学院，阿米特大学贾坎德分校，拉奇，印度） 纠错

专题命中 诊断辅助 ：diagnosis(title)；分类 cs.CV

Comments Submitted to Confluence 2026, Amity University

MAT-MPNN: A Mobility-Aware Transformer-MPNN Model for Dynamic Spatiotemporal Prediction of HIV Diagnoses in California, Florida, and New England

Zhaoxuan Wang, Weichen Kang, Yutian Han, Lingyuan Zhao, Bo Li

机构 * Department of Statistics, Washington University in St.Louis（统计系，华盛顿大学圣路易斯分校） 纠错

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

Comments 21 pages, 20 figures,1 table. Preprint

Nonlinear Coherence for Vector Time Series: Defining Region-to-Region Functional Brain Connectivity

Paolo Victor Redondo, Raphaël Huser, Hernando Ombao

专题命中 诊断辅助 ：diagnosis(abstract)