医学 AI

Automated Landmark Detection for assessing hip conditions: A Cross-Modality Validation of MRI versus X-ray

用于评估髋部状况的自动化标志点检测：MRI与X射线的跨模态验证

Roberto Di Via, Vito Paolo Pastore, Francesca Odone, Siôn Glyn-Jones, Irina Voiculescu

机构 * MaLGa Center, DIBRIS University of Genoa（MaLGa中心，热那亚大学DIBRIS学院） ； Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences University of Oxford（牛津大学风湿病学与肌肉骨骼科学系） ； Department of Computer Science University of Oxford（牛津大学计算机科学系） 纠错

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

AI总结 本研究通过跨模态验证显示MRI与X射线在髋部FAI评估中具有等效的标志点检测能力，为自动化临床评估提供了可行性。

Comments Accepted at International Symposium on Biomedical Imaging (ISBI 2026)

When Swin Transformer Meets KANs: An Improved Transformer Architecture for Medical Image Segmentation

当Swin Transformer遇见KANs：一种改进的Transformer架构用于医学图像分割

Nishchal Sapkota, Haoyan Shi, Yejia Zhang, Xianshi Ma, Bofang Zheng, Fabian Vazquez, Pengfei Gu, Danny Z. Chen

机构 * Department of Computer Science and Engineering, University of Notre Dame（计算机科学与工程系，诺丁汉大学） ； Department of Computer Science, University of Texas Rio Grande Valley（计算机科学系，德克萨斯大学里奥格兰德谷分校） 纠错

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

AI总结 UKAST结合KANs与Swin Transformer，提升医学图像分割的效率与准确性，尤其在数据稀缺情况下表现优异。

Comments This paper has been accepted for publication in the Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI) 2026

An Unsupervised Reconstruction Method For Low-Dose CT Using Deep Generative Regularization Prior

Mehmet Ozan Unal, Metin Ertas, Isa Yildirim

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

Journal ref Biomedical Signal Processing and Control 75 (2022) 103598

Covariance Descriptors Meet General Vision Encoders: Riemannian Deep Learning for Medical Image Classification

Josef Mayr, Anna Reithmeir, Maxime Di Folco, Julia A. Schnabel

机构 * 1 School of Computation, Information ； Technology, Technical University of Munich, Germany 2 Munich Center for Machine Learning (MCML), Germany 3 Institute of Machine Learning in Biomedical Imaging, Helmholtz Munich, Germany 4 School of Biomedical Engineering ； Imaging Sciences, King’s College London, UK 纠错

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

Comments Preprint. Submitted to the IEEE International Symposium on Biomedical Imaging (ISBI) 2026

MeisenMeister: A Simple Two Stage Pipeline for Breast Cancer Classification on MRI

Benjamin Hamm, Yannick Kirchhoff, Maximilian Rokuss, Klaus Maier-Hein

机构 * German Cancer Research Center (DKFZ) Heidelberg, Division of Medical Image Computing, Germany（德国癌症研究中心（DKFZ）海德堡，医学影像计算部，德国） ； Medical Faculty, Heidelberg University, Germany（海德堡大学医学学院，德国） ； Faculty of Mathematics and Computer Science, Heidelberg University（海德堡大学数学与计算机科学学院） ； Learning Group, Department of Radiation Oncology, Heidelberg University Hospital, Heidelberg, Germany（放射肿瘤学系学习组，海德堡大学医院，海德堡，德国） 纠错

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

Comments Winning Solution of the MICCAI 2025 ODELIA Breast MRI Classification Challenge

Projection Embedded Diffusion Bridge for CT Reconstruction from Incomplete Data

Yuang Wang, Pengfei Jin, Siyeop Yoon, Matthew Tivnan, Shaoyang Zhang, Li Zhang, Quanzheng Li, Zhiqiang Chen, Dufan Wu

机构 * The Department of Engineering Physics, Tsinghua University（清华大学工程物理系） ； Center for Advanced Medical Computing and Analysis, Massachusetts General Hospital and Harvard Medical School（麻省总医院和哈佛医学院高级医学计算与分析中心） ； Department of Radiology, The Ohio State University（俄亥俄州立大学放射科） 纠错

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

Comments 53 pages, 7 figures, submitted to Medical Image Analysis

Flip Distribution Alignment VAE for Multi-Phase MRI Synthesis

Xiaoyan Kui, Qianmu Xiao, Qqinsong Li, Zexin Ji, JIelin Zhang, Beiji Zou

机构 * School of Computer Science and Engineering（计算机科学与工程学院） ； Big Data Institute（大数据研究院） ； Department of Radiology（放射科） 纠错

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

Comments This paper has been early accept by MICCAI 2025

Journal ref Medical Image Computing and Computer Assisted Intervention (MICCAI), 2025, 208-218

Detecting Shortcuts in Medical Images -- A Case Study in Chest X-rays

Amelia Jiménez-Sánchez, Dovile Juodelyte, Bethany Chamberlain, Veronika Cheplygina

机构 * Department of Computer Science, IT University of Copenhagen, Denmark（计算机科学系，丹麦IT大学） 纠错

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

Comments Submitted to ISBI 2023

Journal ref 2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI)

TractGraphFormer: Anatomically Informed Hybrid Graph CNN-Transformer Network for Interpretable Sex and Age Prediction from Diffusion MRI Tractography

Yuqian Chen, Fan Zhang, Meng Wang, Leo R. Zekelman, Suheyla Cetin-Karayumak, Tengfei Xue, Chaoyi Zhang, Yang Song, Jarrett Rushmore, Nikos Makris, Yogesh Rathi, Weidong Cai, Lauren J. O'Donnell

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

Comments 27 pages, 5 figures

Journal ref Medical Image Analysis (2025): 103476

Your other Left! Vision-Language Models Fail to Identify Relative Positions in Medical Images

Daniel Wolf, Heiko Hillenhagen, Billurvan Taskin, Alex Bäuerle, Meinrad Beer, Michael Götz, Timo Ropinski

机构 * Visual Computing Group, Institute of Media Informatics, Ulm University, Germany（媒体信息研究所视觉计算组，乌尔姆大学，德国） ； Diagnostic and Interventional Radiology, Ulm University Medical Center, Germany（乌尔姆大学医学中心诊断与介入放射学） ； Axiom Bio, USA（Axiom Bio公司，美国） 纠错

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

Comments Accepted at the International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI) 2025

Semi-Supervised Anomaly Detection in Brain MRI Using a Domain-Agnostic Deep Reinforcement Learning Approach

Zeduo Zhang, Yalda Mohsenzadeh

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

Comments 34 pages, 6 figures and 4 tables in main text, 17 pages supplementary material with 3 tables and 3 figures; Submitted to Radiology: Artificial Intelligence

Optimizing Federated Learning Configurations for MRI Prostate Segmentation and Cancer Detection: A Simulation Study

Ashkan Moradi, Fadila Zerka, Joeran S. Bosma, Mohammed R. S. Sunoqrot, Bendik S. Abrahamsen, Derya Yakar, Jeroen Geerdink, Henkjan Huisman, Tone Frost Bathen, Mattijs Elschot

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

Comments 25 pages, 6 figures, 4 tables. Accepted for publication in Radiology: Artificial Intelligence, \c{opyright} 2025 Radiological Society of North America (RSNA)

UNetVL: Enhancing 3D Medical Image Segmentation with Chebyshev KAN Powered Vision-LSTM

Xuhui Guo, Tanmoy Dam, Rohan Dhamdhere, Gourav Modanwal, Anant Madabhushi

机构 * Electrical Engineering and Computer Science Department, University of Michigan, Ann Arbor, USA（密歇根大学电气工程与计算机科学系） ； Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, USA（佐治亚理工学院和埃默里大学沃森·霍尔生物医学工程系） ； Computer Science Department, University of Michigan, Ann Arbor, USA（密歇根大学计算机科学系） ； Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology（佐治亚理工学院沃森·霍尔生物医学工程系） ； Emory University, Atlanta, USA（埃默里大学） 纠错

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

Journal ref Published in: 2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI)

FairREAD: Re-fusing Demographic Attributes after Disentanglement for Fair Medical Image Classification

Yicheng Gao, Jinkui Hao, Bo Zhou

机构 * Department of Radiology, Northwestern University（放射科，西北大学） 纠错

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

Comments This work has been submitted to Medical Image Analysis, Elsevier for possible publication

Can language-guided unsupervised adaptation improve medical image classification using unpaired images and texts?

Umaima Rahman, Raza Imam, Mohammad Yaqub, Boulbaba Ben Amor, Dwarikanath Mahapatra

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

Comments Conference paper at International Symposium on Biomedical Imaging (ISBI) 2025

Harmonizing Flows: Leveraging normalizing flows for unsupervised and source-free MRI harmonization

Farzad Beizaee, Gregory A. Lodygensky, Chris L. Adamson, Deanne K. Thompso, Jeanie L. Y. Cheon, Alicia J. Spittl. Peter J. Anderso, Christian Desrosier, Jose Dolz

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

Journal ref Medical Image Analysis, 2025

World of Forms: Deformable Geometric Templates for One-Shot Surface Meshing in Coronary CT Angiography

Rudolf L. M. van Herten, Ioannis Lagogiannis, Jelmer M. Wolterink, Steffen Bruns, Eva R. Meulendijks, Damini Dey, Joris R. de Groot, José P. Henriques, R. Nils Planken, Simone Saitta, Ivana Išgum

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

Comments Submitted to Medical Image Analysis

Leveraging Labelled Data Knowledge: A Cooperative Rectification Learning Network for Semi-supervised 3D Medical Image Segmentation

Yanyan Wang, Kechen Song, Yuyuan Liu, Shuai Ma, Yunhui Yan, Gustavo Carneiro

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

Comments Medical Image Analysis

Foundation Models in Radiology: What, How, When, Why and Why Not

Magdalini Paschali, Zhihong Chen, Louis Blankemeier, Maya Varma, Alaa Youssef, Christian Bluethgen, Curtis Langlotz, Sergios Gatidis, Akshay Chaudhari

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

Comments This pre-print has been accepted for publication in Radiology. (DOI for the peer-reviewed article: 10.1148/radiol.240597)

A CNN-Transformer for Classification of Longitudinal 3D MRI Images -- A Case Study on Hepatocellular Carcinoma Prediction

Jakob Nolte, Maureen M. J. Guichelaar, Donald E. Bouman, Stephanie M. van den Berg, Maryam Amir Haeri

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

Comments Submitted for publication to Biomedical Signal Processing and Control; Incorrect notation corrected

HST-MRF: Heterogeneous Swin Transformer with Multi-Receptive Field for Medical Image Segmentation

Xiaofei Huang, Hongfang Gong, Jin Zhang

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

Journal ref IEEE Journal of Biomedical and Health Informatics, 2024

Data and Physics driven Deep Learning Models for Fast MRI Reconstruction: Fundamentals and Methodologies

Jiahao Huang, Yinzhe Wu, Fanwen Wang, Yingying Fang, Yang Nan, Cagan Alkan, Daniel Abraham, Congyu Liao, Lei Xu, Zhifan Gao, Weiwen Wu, Lei Zhu, Zhaolin Chen, Peter Lally, Neal Bangerter, Kawin Setsompop, Yike Guo, Daniel Rueckert, Ge Wang, Guang Yang

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

Comments Accepted by IEEE Reviews in Biomedical Engineering (RBME)

Enhance the Image: Super Resolution using Artificial Intelligence in MRI

Ziyu Li, Zihan Li, Haoxiang Li, Qiuyun Fan, Karla L. Miller, Wenchuan Wu, Akshay S. Chaudhari, Qiyuan Tian

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

Comments A book chapter in Machine Learning in MRI: From methods to clinical translation

Medical Image Registration via Neural Fields

Shanlin Sun, Kun Han, Chenyu You, Hao Tang, Deying Kong, Junayed Naushad, Xiangyi Yan, Haoyu Ma, Pooya Khosravi, James S. Duncan, Xiaohui Xie

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

Journal ref Medical Image Analysis 97 (2024): 103249

Prompting Segment Anything Model with Domain-Adaptive Prototype for Generalizable Medical Image Segmentation

Zhikai Wei, Wenhui Dong, Peilin Zhou, Yuliang Gu, Zhou Zhao, Yongchao Xu

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

Comments Accepted by the 27th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2024)

Medical Image Segmentation via Single-Source Domain Generalization with Random Amplitude Spectrum Synthesis

Qiang Qiao, Wenyu Wang, Meixia Qu, Kun Su, Bin Jiang, Qiang Guo

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

Comments 11 pages, 4 figures, Medical Image Computing and Computer Assisted Intervention 2024

Labeled-to-Unlabeled Distribution Alignment for Partially-Supervised Multi-Organ Medical Image Segmentation

Xixi Jiang, Dong Zhang, Xiang Li, Kangyi Liu, Kwang-Ting Cheng, Xin Yang

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

Comments Accepted by Medical Image Analysis

Large Scale Unsupervised Brain MRI Image Registration Solution for Learn2Reg 2024

Yuxi Zhang, Xiang Chen, Jiazheng Wang, Min Liu, Yaonan Wang, Dongdong Liu, Renjiu Hu, Hang Zhang

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

Comments MICCAI Learn2Reg 2024 Challenge & WBIR 2024 Workshop on Biomedical Imaging Registration

GLFNET: Global-Local (frequency) Filter Networks for efficient medical image segmentation

Athanasios Tragakis, Qianying Liu, Chaitanya Kaul, Swalpa Kumar Roy, Hang Dai, Fani Deligianni, Roderick Murray-Smith, Daniele Faccio

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

Journal ref 2024 IEEE International Symposium on Biomedical Imaging (ISBI)

Lesion Elevation Prediction from Skin Images Improves Diagnosis

Kumar Abhishek, Ghassan Hamarneh

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

Comments Medical Image Computing and Computer-Assisted Intervention (MICCAI) ISIC Skin Image Analysis Workshop (MICCAI ISIC) 2024; 12 pages, 2 tables, 4 figures