医学 AI

Meta-learning Slice-to-Volume Reconstruction in Fetal Brain MRI using Implicit Neural Representations

Maik Dannecker, Thomas Sanchez, Meritxell Bach Cuadra, Özgün Turgut, Anthony N. Price, Lucilio Cordero-Grande, Vanessa Kyriakopoulou, Joseph V. Hajnal, Daniel Rueckert

机构 * School of Computation, Information and Technology, and School of Medicine and Health, Technical University Munich（计算、信息与技术学院，以及医学与健康学院，技术大学慕尼黑） ； CIBM Center for Biomedical Imaging and Radiology Department of Lausanne University Hospital and University of Lausanne（日内瓦大学医院与日内瓦大学生物医学影像与放射学中心部门） ； Centre for the Developing Brain, School of Biomedical Engineering and Imaging Sciences, King’s College London（发展脑中心，生物医学工程与影像科学学院，伦敦国王学院） ； Biomedical Image Technologies, ETSI Telecomunicación, Universidad Politécnica de Madrid（生物医学影像技术，电信工程学院，马德里理工大学） ； Department of Computing, Imperial College London（计算学院，伦敦帝国学院） 纠错

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

Comments 10 pages, 6 figures

KEVS: Enhancing Segmentation of Visceral Adipose Tissue in Pre-Cystectomy CT with Gaussian Kernel Density Estimation

Thomas Boucher, Nicholas Tetlow, Annie Fung, Amy Dewar, Pietro Arina, Sven Kerneis, John Whittle, Evangelos B. Mazomenos

机构 * UCL Hawkes Institute, Department of Medical Physics and Biomedical Engineering（UCL霍克斯研究所，医学物理与生物医学工程系） ； UCL ； University College London Hospitals NHS Foundation Trust（伦敦大学学院医院 NHS 基础信托） ； Human Physiology and Performance Laboratory (HPPL), Centre for Peri-operative Medicine, Department of Targeted Intervention, Division of Surgery and Interventional Science（人体生理与表现实验室（HPPL），围术期医学中心，精准干预系，外科与介入科学 division） 纠错

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

Comments Preprint for submission to IPCAI special edition of IJCARS 2025, version prior to any peer review

Zero-shot 3D Segmentation of Abdominal Organs in CT Scans Using Segment Anything Model 2: Adapting Video Tracking Capabilities for 3D Medical Imaging

Yosuke Yamagishi, Shouhei Hanaoka, Tomohiro Kikuchi, Takahiro Nakao, Yuta Nakamura, Yukihiro Nomura, Soichiro Miki, Takeharu Yoshikawa, Osamu Abe

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

Comments 20 pages, 7 figures (including 2 supplemental figure), 4 tables

Journal ref JMIR AI. 2025;4:e72109

Metrics that matter: Evaluating image quality metrics for medical image generation

Yash Deo, Yan Jia, Toni Lassila, William A. P. Smith, Tom Lawton, Siyuan Kang, Alejandro F. Frangi, Ibrahim Habli

机构 * Department of Computer Science, University of York（约克大学计算机科学系） ； School of Computer Science, University of Leeds（利兹大学计算机科学学院） ； Department of Computing and Mathematics, Manchester Metropolitan University（曼彻斯特 Metropolitan 大学计算与数学系） ； Department of Computer Science, School of Engineering, University of Manchester（曼彻斯特大学计算机科学系） ； School of Health Sciences, Division of Informatics, Imaging and Data Sciences, University of Manchester（曼彻斯特大学健康科学学院） ； Department of Cardiovascular Sciences, KU Leuven（布鲁塞尔自由大学心血管科学系） ； Department of Electrical Engineering (ESAT), KU Leuven（布鲁塞尔自由大学电子工程系） ； Improvement Academy, Bradford Institute for Health Research, Bradford Royal Infirmary（改进学院，布拉德福德健康研究中心，布拉德福德皇家医院） 纠错

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

Score-based Self-supervised MRI Denoising

Jiachen Tu, Yaokun Shi, Fan Lam

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

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

Journal ref The Thirteenth International Conference on Learning Representations (ICLR 2025)

Text2CT: Towards 3D CT Volume Generation from Free-text Descriptions Using Diffusion Model

Pengfei Guo, Can Zhao, Dong Yang, Yufan He, Vishwesh Nath, Ziyue Xu, Pedro R. A. S. Bassi, Zongwei Zhou, Benjamin D. Simon, Stephanie Anne Harmon, Baris Turkbey, Daguang Xu

机构 * NVIDIA ； Johns Hopkins University（约翰霍普金斯大学） ； National Institutes of Health（国家卫生研究院） 纠错

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

Tetrahedron-Net for Medical Image Registration

Jinhai Xiang, Shuai Guo, Qianru Han, Dantong Shi, Xinwei He, Xiang Bai

机构 * Huazhong Agricultural University（华中农业大学） ； Huazhong University of Science and Technology（华中科技大学） 纠错

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

Large Scale MRI Collection and Segmentation of Cirrhotic Liver

Debesh Jha, Onkar Kishor Susladkar, Vandan Gorade, Elif Keles, Matthew Antalek, Deniz Seyithanoglu, Timurhan Cebeci, Halil Ertugrul Aktas, Gulbiz Dagoglu Kartal, Sabahattin Kaymakoglu, Sukru Mehmet Erturk, Yuri Velichko, Daniela Ladner, Amir A. Borhani, Alpay Medetalibeyoglu, Gorkem Durak, Ulas Bagci

机构 * Machine & Hybrid Intelligence Lab, Department of Radiology, Northwestern University（机器与混合智能实验室、放射学系、西北大学） 纠错

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

Gaussian Process Emulators for Few-Shot Segmentation in Cardiac MRI

Bruno Viti, Franz Thaler, Kathrin Lisa Kapper, Martin Urschler, Martin Holler, Elias Karabelas

机构 * Department of Mathematics and Scientific Computing, University of Graz（格拉茨大学数学与科学计算系） ； Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz（格拉茨医学大学医学信息学、统计与文档研究所） ； Institute of Computer Graphics and Vision, Graz University of Technology（格拉茨技术大学计算机图形与视觉研究所） ； Gottfried Schatz Research Center: Medical Physics and Biophysics, Medical University of Graz（戈特弗里德·施拉茨研究所以及格拉茨医学大学医学物理与生物物理中心） ； BioTechMed-Graz, Graz, Austria（格拉茨生物技术医学中心） 纠错

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

Comments Accepted at Statistical Atlases and Computational Modeling of the Heart (STACOM) Workshop 2024

Adaptive Aggregation Weights for Federated Segmentation of Pancreas MRI

Hongyi Pan, Gorkem Durak, Zheyuan Zhang, Yavuz Taktak, Elif Keles, Halil Ertugrul Aktas, Alpay Medetalibeyoglu, Yury Velichko, Concetto Spampinato, Ivo Schoots, Marco J. Bruno, Rajesh N. Keswani, Pallavi Tiwari, Candice Bolan, Tamas Gonda, Michael G. Goggins, Michael B. Wallace, Ziyue Xu, Ulas Bagci

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

Comments This paper has been accepted to ISBI 2025

CLOG-CD: Curriculum Learning based on Oscillating Granularity of Class Decomposed Medical Image Classification

Asmaa Abbas, Mohamed Gaber, Mohammed M. Abdelsamea

机构 * School of Computing and Digital Technology, Birmingham City University（计算与数字技术学院，伯明翰城市大学） ； University of Exeter（埃克塞特大学） 纠错

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

Comments Published in: IEEE Transactions on Emerging Topics in Computing

A Dual-Task Synergy-Driven Generalization Framework for Pancreatic Cancer Segmentation in CT Scans

Jun Li, Yijue Zhang, Haibo Shi, Minhong Li, Qiwei Li, Xiaohua Qian

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

Comments accept by IEEE Transactions on Medical Imaging (TMI) 2025

Physics-informed Deep Diffusion MRI Reconstruction with Synthetic Data: Break Training Data Bottleneck in Artificial Intelligence

Chen Qian, Haoyu Zhang, Yuncheng Gao, Mingyang Han, Zi Wang, Dan Ruan, Yu Shen, Yaping Wu, Yirong Zhou, Chengyan Wang, Boyu Jiang, Ran Tao, Zhigang Wu, Jiazheng Wang, Liuhong Zhu, Yi Guo, Taishan Kang, Jianzhong Lin, Tao Gong, Chen Yang, Guoqiang Fei, Meijin Lin, Di Guo, Jianjun Zhou, Meiyun Wang, Xiaobo Qu

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

Comments 10 pages, 8 figures

Deep Learning Assisted Outer Volume Removal for Highly-Accelerated Real-Time Dynamic MRI

Merve Gülle, Sebastian Weingärtner, Mehmet Akçakaya

机构 * Department of Electrical and Computer Engineering, University of Minnesota（电气与计算机工程系，明尼苏达大学） ； Center for Magnetic Resonance Research, University of Minnesota（磁共振研究中心，明尼苏达大学） ； Department of Imaging Physics, Delft University of Technology（成像物理系，代尔夫特理工大学） ； HollandPTC, Delft, the Netherlands（HollandPTC，代尔夫特，荷兰） 纠错

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

Segment-and-Classify: ROI-Guided Generalizable Contrast Phase Classification in CT Using XGBoost

Benjamin Hou, Tejas Sudharshan Mathai, Pritam Mukherjee, Xinya Wang, Ronald M. Summers, Zhiyong Lu

机构 * Division of Intramural Research, National Library of Medicine - National Center for Biotechnology Information, National Library of Medicine - Imaging Biomarkers and Computer Aided Diagnosis Lab, Clinical Center - - National Institutes of Health, Bethesda, MD, USA（国家生物技术中心、国家医学图书馆——影像生物标记与计算机辅助诊断实验室、临床中心——美国国家卫生研究院，贝塞斯达，马里兰州，美国） 纠错

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

SST-DUNet: Automated preclinical functional MRI skull stripping using Smart Swin Transformer and Dense UNet

Sima Soltanpour, Rachel Utama, Arnold Chang, Md Taufiq Nasseef, Dan Madularu, Praveen Kulkarni, Craig Ferris, Chris Joslin

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

Self-Consistent Nested Diffusion Bridge for Accelerated MRI Reconstruction

Tao Song, Yicheng Wu, Minhao Hu, Xiangde Luo, Guoting Luo, Guotai Wang, Yi Guo, Feng Xu, Shaoting Zhang

机构 * School of Information Science and Technology, Fudan University, Shanghai, China（复旦大学信息科学与技术学院） ； Department of Data Science & AI, Faculty of Information Technology, Monash University, Melbourne, Australia（墨尔本大学信息科技学院数据科学与人工智能系） ； Nuffield Department of Clinical Neurosciences, University of Oxford, London, UK（牛津大学临床神经科学系） ； School of Mechanical and Electrical Engineering, University of Electronic Science and Technology of China, Chengdu, China（电子科技大学机械与电子工程学院） ； Department of Radiology, Sichuan Provincial People’s Hospital, Chengdu, China（四川省人民医院放射科） ； Department of Radiology, Zhongda Hospital, Medical School, Southeast University, Nanjing, China（东南大学医学院中大医院放射科） ； Shanghai AI Lab, Shanghai, China（上海人工智能实验室） ； Sensetime Research, Shanghai, China（商汤研究） 纠错

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

Learning Modality-Aware Representations: Adaptive Group-wise Interaction Network for Multimodal MRI Synthesis

Tao Song, Yicheng Wu, Minhao Hu, Xiangde Luo, Linda Wei, Guotai Wang, Yi Guo, Feng Xu, Shaoting Zhang

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

Unsupervised Low-dose CT Reconstruction with One-way Conditional Normalizing Flows

Ran An, Ke Chen, Hongwei Li

机构 * School of Mathematical Sciences, Capital Normal University（首都师范大学数学学院） ； Centre for Mathematical Imaging Techniques, University of Liverpool（利物浦大学数学成像技术中心） ； Department of Mathematics and Statistics, University of Strathclyde（斯特拉思克莱德大学数学与统计学系） 纠错

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

Journal ref IEEE Transactions on Computational Imaging, vol. 11, pp. 485-496, 2025

Performance Estimation for Supervised Medical Image Segmentation Models on Unlabeled Data Using UniverSeg

Jingchen Zou, Jianqiang Li, Gabriel Jimenez, Qing Zhao, Daniel Racoceanu, Matias Cosarinsky, Enzo Ferrante, Guanghui Fu

机构 * College of Computer Science, Beijing University of Technology（北京理工大学计算机学院） ； Sorbonne Université, Institut du Cerveau - Paris Brain Institute - ICM, CNRS, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière（索邦大学巴黎脑研究所-ICM） ； Sorbonne Université, Institut du Cerveau - Paris Brain Institute - ICM, CNRS, Inria, Inserm, AP-HP, Hôpital de la Pitié Salpêtrière（索邦大学巴黎脑研究所-ICM） ； Instituto de Ciencias de la Computación, CONICET - Universidad de Buenos Aires（布宜诺斯艾利斯大学计算机科学研究所） 纠错

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

Bayesian Autoencoder for Medical Anomaly Detection: Uncertainty-Aware Approach for Brain 2 MRI Analysis

Dip Roy

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

Comments 16 pages, 6 figures

Efficient Parameter Adaptation for Multi-Modal Medical Image Segmentation and Prognosis

Numan Saeed, Shahad Hardan, Muhammad Ridzuan, Nada Saadi, Karthik Nandakumar, Mohammad Yaqub

机构 * Department of Computer Vision, Mohamed bin Zayed University of Artificial Intelligence（计算机视觉系，Mohamed bin Zayed人工智能大学） ； Department of Machine Learning, Mohamed bin Zayed University of Artificial Intelligence（机器学习系，Mohamed bin Zayed人工智能大学） ； Michigan State University（密歇根州立大学） ； M42 Health（M42健康） 纠错

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

Accelerated Optimization of Implicit Neural Representations for CT Reconstruction

Mahrokh Najaf, Gregory Ongie

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

Comments IEEE ISBI 2025

MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis Attention

Hao Shao, Quansheng Zeng, Qibin Hou, Jufeng Yang

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

Comments accept to Machine Intelligence Research.DOI: 10.1007/s11633-025-1552-6

Imaging Transformer for MRI Denoising: a Scalable Model Architecture that enables SNR << 1 Imaging

Hui Xue, Sarah M. Hooper, Rhodri H. Davies, Thomas A. Treibel, Iain Pierce, John Stairs, Joseph Naegele, Charlotte Manisty, James C. Moon, Adrienne E. Campbell-Washburn, Peter Kellman, Michael S. Hansen

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

PathSeqSAM: Sequential Modeling for Pathology Image Segmentation with SAM2

Mingyang Zhu, Yinting Liu, Mingyu Li, Jiacheng Wang

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

Investigating the Role of Bilateral Symmetry for Inpainting Brain MRI

Sergey Kuznetsov, Sanduni Pinnawala, Peter A. Wijeratne, Ivor J. A. Simpson

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

Zero-Shot Low-dose CT Denoising via Sinogram Flicking

Yongyi Shi, Ge Wang

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

Comments 4 pages, 4 figures

Leveraging Anatomical Priors for Automated Pancreas Segmentation on Abdominal CT

Anisa V. Prasad, Tejas Sudharshan Mathai, Pritam Mukherjee, Jianfei Liu, Ronald M. Summers

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

Comments Published at SPIE Medical Imaging 2025

On the reconstruction accuracy of multi-coil MRI with orthogonal projections

Anna Breger, Gabriel Ramos Llorden, Gonzalo Vegas Sanchez - Ferrero, W. Scott Hoge, Martin Ehler, Carl-Fredrik Westin

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

Journal ref Wiley Online Library, Special Issue:91st Annual Meeting of the International Association of Applied Mathematics and Mechanics (GAMM), 2021