医学 AI

Rapid Lung MRI at 3T in ILD Patients: A Feasibility Study

Bingjie Yang, Martina Büttner, Hanna Frantz, Patrick Metze, Viktoria Haiss, Gerlinde Schmidtke-Schrezenmeier, Cornelia Kropf-Sanchen, Meinrad Beer, Wolfgang Rottbauer, Volker Rasche

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

Comments 22p, 8figures

FIVA: Federated Inverse Variance Averaging for Universal CT Segmentation with Uncertainty Estimation

Asim Ukaye, Numan Saeed, Karthik Nandakumar

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

Comments 17 pages, 5 figures, Machine Learning for Healthcare Conference

A Multi-Agent System for Complex Reasoning in Radiology Visual Question Answering

Ziruo Yi, Jinyu Liu, Ting Xiao, Mark V. Albert

机构 * University of North Texas（北卡罗来纳州立大学） 纠错

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

Taming Domain Shift in Multi-source CT-Scan Classification via Input-Space Standardization

Chia-Ming Lee, Bo-Cheng Qiu, Ting-Yao Chen, Ming-Han Sun, Fang-Ying Lin, Jung-Tse Tsai, I-An Tsai, Yu-Fan Lin, Chih-Chung Hsu

机构 * National Cheng Kung University（国立成功大学） ； National Yang Ming Chiao Tung University（国立阳明交通大学） 纠错

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

Comments Accepted by ICCVW 2025, Winner solution of PHAROS-AFE-AIMI Workshop's Multi-Source Covid-19 Detection Challenge

MRI-CORE: A Foundation Model for Magnetic Resonance Imaging

Haoyu Dong, Yuwen Chen, Hanxue Gu, Nicholas Konz, Yaqian Chen, Qihang Li, Maciej A. Mazurowski

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

Comments 36 pages, under review

A Voxel-Wise Uncertainty-Guided Framework for Glioma Segmentation Using Spherical Projection-Based U-Net and Localized Refinement in Multi-Parametric MRI

Zhenyu Yang, Chen Yang, Rihui Zhang, Minbin Chen, Chunhao Wang, Fang-Fang Yin

专题命中 医学影像 ：MRI(title,abstract)；diagnosis(abstract)

Comments 31 pages, 6 figures, 2 tables

Flatten Wisely: How Patch Order Shapes Mamba-Powered Vision for MRI Segmentation

Osama Hardan, Omar Elshenhabi, Tamer Khattab, Mohamed Mabrok

机构 * Department of Computer Science ； Engineering, Qatar University, Doha, Qatar 0009-0003-5703-6960 ； Engineering Qatar University, Doha, Qatar 0000-0002-7974-6061 ； Department of Electrical Engineering Qatar University, Doha, Qatar. ； Department of Mathematics ； Statistics Qatar University, Doha, Qatar 纠错

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

Comments Submitted to the 2025 IEEE International Conference on Future Machine Learning and Data Science (FMLDS)

Medical Image Segmentation Using Advanced Unet: VMSE-Unet and VM-Unet CBAM+

Sayandeep Kanrar, Raja Piyush, Qaiser Razi, Debanshi Chakraborty, Vikas Hassija, GSS Chalapathi

机构 * School of Computer Engineering, Kalinga Institute of Industrial Technology (KIIT) Deemed to be University（计算机工程学院，基灵加工业技术学院（KIIT）被认定为大学） ； Department of Electrical and Electronics Engineering, BITS-Pilani, Pilani Campus（电气与电子工程系，BITS-帕利尼，帕利尼校区） 纠错

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

VoxelOpt: Voxel-Adaptive Message Passing for Discrete Optimization in Deformable Abdominal CT Registration

Hang Zhang, Yuxi Zhang, Jiazheng Wang, Xiang Chen, Renjiu Hu, Xin Tian, Gaolei Li, Min Liu

机构 * Cornell University（康奈尔大学） ； Hunan University（湖南大学） ； University of Oxford（牛津大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

Comments Accepted for publication at MICCAI 2025

MRI-based Material Mass Density and Relative Stopping Power Estimation via Deep Learning for Proton Therapy

Yuan Gao, Chih-Wei Chang, Sagar Mandava, Raanan Marants, Jessica E. Scholey, Matthew Goette, Yang Lei, Hui Mao, Jeffrey D. Bradley, Tian Liu, Jun Zhou, Atchar Sudhyadhom, Xiaofeng Yang

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

Journal ref Sci Rep 14, 11166 (2024)

Classification of Multi-Parametric Body MRI Series Using Deep Learning

Boah Kim, Tejas Sudharshan Mathai, Kimberly Helm, Peter A. Pinto, Ronald M. Summers

机构 * Radiology and Imaging Sciences, National Institutes of Health Clinical Center（放射学与影像科学，国家卫生研究院临床中心） ； National Institutes of Health Clinical Center（国家卫生研究院临床中心） ； National Cancer Institute（国家癌症研究所） 纠错

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

Self-supervised training of deep denoisers in multi-coil MRI considering noise correlations

Juhyung Park, Dongwon Park, Sooyeon Ji, Hyeong-Geol Shin, Se Young Chun, Jongho Lee

机构 * Department of Electrical and Computer Engineering, Seoul National University（电气电子工程系，首尔国立大学） ； INMC & IPAI, Seoul National University（INMC与IPAI，首尔国立大学） ； Division of Computer Engineering, Hankuk University of Foreign Studies（计算机工程系，韩文大学） ； Department of Radiology, Johns Hopkins University School of Medicine（放射科，约翰霍普金斯大学医学院） 纠错

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

Comments 9 pages, 5figures

Low-Rank Augmented Implicit Neural Representation for Unsupervised High-Dimensional Quantitative MRI Reconstruction

Haonan Zhang, Guoyan Lao, Yuyao Zhang, Hongjiang Wei

机构 * School of Biomedical Engineering, Shanghai Jiao Tong University（上海交通大学生物医学工程学院） ； School of Information Science and Technology, ShanghaiTech University（上海交通大学信息科学与技术学院） ； School of Biomedical Engineering and the National Engineering Research Center of Advanced Magnetic Resonance Technologies for Diagnosis and Therapy (NERCAMRT), Shanghai Jiao Tong University（上海交通大学生物医学工程学院和先进磁共振诊断与治疗国家工程研究中心） 纠错

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

Sequential Experimental Design for X-Ray CT Using Deep Reinforcement Learning

Tianyuan Wang, Felix Lucka, Tristan van Leeuwen

机构 * Utrecht University（乌特雷赫大学） 纠错

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

Comments Accepted for publication in IEEE Transactions on Computational Imaging

Journal ref IEEE Transactions on Computational Imaging, vol. 10, pp. 953 - 968, 2024

Enhancing pretraining efficiency for medical image segmentation via transferability metrics

Gábor Hidy, Bence Bakos, András Lukács

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

Comments An error was discovered in the aggregation process of our results, particularly affecting the experiments involving the advanced pretraining method. This impacts the main conclusions of the paper, and we are therefore withdrawing the submission

DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image Segmentation

Guanqun Sun, Yizhi Pan, Weikun Kong, Zichang Xu, Jianhua Ma, Teeradaj Racharak, Le-Minh Nguyen, Junyi Xin

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

Edge Computing for Physics-Driven AI in Computational MRI: A Feasibility Study

Yaşar Utku Alçalar, Yu Cao, Mehmet Akçakaya

机构 * College of Science and Engineering University of Minnesota（科学与工程学院明尼苏达大学） 纠错

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

Comments IEEE International Conference on Future Internet of Things and Cloud (FiCloud), 2025

ALMA: a mathematics-driven approach for determining tuning parameters in generalized LASSO problems, with applications to MRI

Gianluca Giacchi, Isidoros Iakovidis, Bastien Milani, Micah Murray, Benedetta Franceschiello

机构 * University of Bologna, Department of Mathematics, Bologna, Italy（博洛尼亚大学数学系） ； Lausanne University Hospital and University of Lausanne（洛桑大学医院和洛桑大学） ； Department of Diagnostic and Interventional Radiology, Lausanne, Switzerland（诊断与介入放射学部，洛桑，瑞士） 纠错

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

Comments Modified pictures, authors and fixed some typo

Advancements in Medical Image Classification through Fine-Tuning Natural Domain Foundation Models

Mobina Mansoori, Sajjad Shahabodini, Farnoush Bayatmakou, Jamshid Abouei, Konstantinos N. Plataniotis, Arash Mohammadi

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

Memory-Efficient Super-Resolution of 3D Micro-CT Images Using Octree-Based GANs: Enhancing Resolution and Segmentation Accuracy

Evgeny Ugolkov, Xupeng He, Hyung Kwak, Hussein Hoteit

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

Comments 31 pages, 15 figures

Robust multi-coil MRI reconstruction via self-supervised denoising

Asad Aali, Marius Arvinte, Sidharth Kumar, Yamin I. Arefeen, Jonathan I. Tamir

机构 * Stanford University（斯坦福大学） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Intel Corporation（英特尔公司） ； MD Anderson Cancer Center（MD安德森癌症中心） ； Dell Medical School Department of Diagnostic Medicine（德克萨斯大学戴维斯医学中心诊断医学系） ； Oden Institute for Computational Engineering and Sciences（奥登计算工程与科学研究院） 纠错

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

Journal ref MRM, 2025

Generalizing Medical Image Representations via Quaternion Wavelet Networks

Luigi Sigillo, Eleonora Grassucci, Aurelio Uncini, Danilo Comminiello

机构 * Department of Information Engineering, Electronics and Telecommunications (DIET), Sapienza University of Rome（信息工程、电子与电信系（DIET），罗马萨皮恩扎大学） 纠错

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

Comments Paper accepted to Neurocomputing Journal

Learning Wavelet-Sparse FDK for 3D Cone-Beam CT Reconstruction

Yipeng Sun, Linda-Sophie Schneider, Chengze Ye, Mingxuan Gu, Siyuan Mei, Siming Bayer, Andreas Maier

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

Comments Accepted by Fully3D 2025

Deep learning of personalized priors from past MRI scans enables fast, quality-enhanced point-of-care MRI with low-cost systems

Tal Oved, Beatrice Lena, Chloé F. Najac, Sheng Shen, Matthew S. Rosen, Andrew Webb, Efrat Shimron

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； Technion – Israel Institute of Technology（技术ion – 以色列理工学院） ； May-Blum-Dahl Technion Human MRI Research Center（技术ion 人类MRI研究中心） ； Department of Radiology（放射学系） ； C.J. Gorter MRI Center, Leiden University Medical Center（C.J. Gorter MRI中心，莱顿大学医学中心） ； Massachusetts General Hospital and Harvard Medical School（麻省总医院和哈佛医学院） ； Department of Biomedical Engineering（生物医学工程系） 纠错

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

Advancements and Challenges in Quantum Machine Learning for Medical Image Classification: A Comprehensive Review

Md Farhan Shahriyar, Gazi Tanbhir

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

Comments This paper has been accepted and presented at the IEEE ISACC 2025

ImageFlowNet: Forecasting Multiscale Image-Level Trajectories of Disease Progression with Irregularly-Sampled Longitudinal Medical Images

Chen Liu, Ke Xu, Liangbo L. Shen, Guillaume Huguet, Zilong Wang, Alexander Tong, Danilo Bzdok, Jay Stewart, Jay C. Wang, Lucian V. Del Priore, Smita Krishnaswamy

机构 * Yale University（耶鲁大学） ； University of California, San Francisco（加州大学旧金山分校） ； Mila - Quebec AI Institute（魁北克AI研究所） ； Université de Montréal（蒙特利尔大学） ； McGill University（麦吉尔大学） ； Northern California Retina Vitreous Associates（北加州视网膜与玻璃体协会） 纠错

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

Comments ICASSP 2025, Oral Presentation

Comprehensive Evaluation of Quantitative Measurements from Automated Deep Segmentations of PSMA PET/CT Images

Obed Korshie Dzikunu, Amirhossein Toosi, Shadab Ahamed, Sara Harsini, Francois Benard, Xiaoxiao Li, Arman Rahmim

机构 * University of British Columbia（不列颠哥伦比亚大学） ； BC Cancer Research Institute（BC癌症研究学院） ； Vector Institute（向量研究所） 纠错

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

Comments 12 pages, 8 figures

Deep Anatomical Federated Network (Dafne): An open client-server framework for the continuous, collaborative improvement of deep learning-based medical image segmentation

Francesco Santini, Jakob Wasserthal, Abramo Agosti, Xeni Deligianni, Kevin R. Keene, Hermien E. Kan, Stefan Sommer, Fengdan Wang, Claudia Weidensteiner, Giulia Manco, Matteo Paoletti, Valentina Mazzoli, Arjun Desai, Anna Pichiecchio

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

Comments In this new version: change affiliation of A. Pichiecchio. Note regarding the license/copyright: This submission is conforming with the RSNA Preprint policy available here: this https URL, which REQUIRES authors to update the version on preprint servers with the accepted version and the copyright notice as indicated in the PDF

PK-YOLO: Pretrained Knowledge Guided YOLO for Brain Tumor Detection in Multiplanar MRI Slices

Ming Kang, Fung Fung Ting, Raphaël C. -W. Phan, Chee-Ming Ting

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

Comments References updated; for example, papers in NeurIPS 2024 proceedings appeared on 6 Feb 2025 and AAAI 2025 one on 11 Apr 2025

Journal ref In WACV (2025) 3732--3741

Cardiac MRI Semantic Segmentation for Ventricles and Myocardium using Deep Learning

Racheal Mukisa, Arvind K. Bansal

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

Comments 20 pages, 8 figures