医学 AI

Latent Representation Learning from 3D Brain MRI for Interpretable Prediction in Multiple Sclerosis

Trinh Ngoc Huynh, Nguyen Duc Kien, Nguyen Hai Anh, Dinh Tran Hiep, Manuela Vaneckova, Tomas Uher, Jeroen Van Schependom, Stijn Denissen, Tran Quoc Long, Nguyen Linh Trung, Guy Nagels

机构 * VNU University of Engineering and Technology（越南工程大学） ； Bach Mai Hospital（巴赫梅医院） 纠错

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

Comments The abstract has been condensed to under 1920 characters

Taylor-Series Expanded Kolmogorov-Arnold Network for Medical Imaging Classification

Kaniz Fatema, Emad A. Mohammed, Sukhjit Singh Sehra

机构 * Wilfrid Laurier University（威尔弗里德·劳里埃大学） 纠错

专题命中 医学影像 ：clinical AI(abstract)；medical image(abstract)；MRI(abstract)；diagnosis(abstract)

GLOMIA-Pro: A Generalizable Longitudinal Medical Image Analysis Framework for Disease Progression Prediction

Shuaitong Zhang, Yuchen Sun, Yong Ao, Xuehuan Zhang, Ruoshui Yang, Jiantao Xu, Zuwu Ai, Haike Zhang, Xiang Yang, Yao Xu, Kunwei Li, Duanduan Chen

机构 * School of Medical Technology, Beijing Institute of Technology（北京理工大学医学技术学院） ； Department of Thoracic Surgery, Sun Yat-sen University Cancer Center（中山大学肿瘤医院胸外科部门） ； Department of Radiology, The Fifth Affiliated Hospital of Sun Yat-sen University（中山大学第五附属医院放射科部门） ； Beijing Duanliu Medical Technology Co., Ltd.（北京杜流医疗科技有限公司） 纠错

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

Comments This work has been submitted to the IEEE for possible publication

Diagnostic performance of deep learning for predicting glioma isocitrate dehydrogenase and 1p/19q co-deletion in MRI: a systematic review and meta-analysis

Somayeh Farahani, Marjaneh Hejazi, Mehnaz Tabassum, Antonio Di Ieva, Neda Mahdavifar, Sidong Liu

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

Comments Eur Radiol (2025)

AortaDiff: Volume-Guided Conditional Diffusion Models for Multi-Branch Aortic Surface Generation

Delin An, Pan Du, Jian-Xun Wang, Chaoli Wang

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；diagnosis(abstract)

Multi-encoder nnU-Net outperforms transformer models with self-supervised pretraining

Seyedeh Sahar Taheri Otaghsara, Reza Rahmanzadeh

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；diagnosis(abstract)；radiology(abstract)

Self is the Best Learner: CT-free Ultra-Low-Dose PET Organ Segmentation via Collaborating Denoising and Segmentation Learning

Zanting Ye, Xiaolong Niu, Xu Han, Xuanbin Wu, Wantong Lu, Yijun Lu, Hao Sun, Yanchao Huang, Hubing Wu, Lijun Lu

机构 * School of Biomedical Engineering, Southern Medical University（生物医学工程学院，南方医科大学） ； School of Biomedical Engineering, Shanghai Jiao Tong University（生物医学工程学院，上海交通大学） ； Nanfang PET Center, Nanfang Hospital Southern Medical University（南芳PET中心，南方医科大学南芳医院） ； Guangdong Provincial Key Laboratory of Medical Image Processing, Southern Medical University（广东省医学图像处理重点实验室，南方医科大学） ； Guangdong Province Engineering Laboratory for Medical Imaging and Diagnostic Technology, Southern Medical University（广东省医学影像与诊断技术工程实验室，南方医科大学） ； Pazhou Lab（琶洲实验室） 纠错

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

Comments This work has been accepted by MICCAI2025; 9 pages, 5 figures

RadioRAG: Online Retrieval-augmented Generation for Radiology Question Answering

Soroosh Tayebi Arasteh, Mahshad Lotfinia, Keno Bressem, Robert Siepmann, Lisa Adams, Dyke Ferber, Christiane Kuhl, Jakob Nikolas Kather, Sven Nebelung, Daniel Truhn

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

Comments Published in Radiology: Artificial Intelligence

Journal ref Radiology: Artificial Intelligence, (2025), 7(4):e240476

BrainMorph: A Foundational Keypoint Model for Robust and Flexible Brain MRI Registration

Alan Q. Wang, Rachit Saluja, Heejong Kim, Xinzi He, Adrian Dalca, Mert R. Sabuncu

机构 * Department of Radiology, Weill Cornell Medicine, New York City, NY, USA（韦尔·科恩医学中心放射科） ； School of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA（康奈尔大学电气与计算机工程学院） ； Computer Science and Artificial Intelligence Lab at the Massachusetts Institute of Technology, Cambridge, MA, USA（麻省理工学院计算机科学与人工智能实验室） 纠错

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

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2025:010

Journal ref Machine.Learning.for.Biomedical.Imaging. 3 (2025)

Understanding differences in applying DETR to natural and medical images

Yanqi Xu, Yiqiu Shen, Carlos Fernandez-Granda, Laura Heacock, Krzysztof J. Geras

机构 * NYU Grossman School of Medicine（纽约大学格罗斯曼医学院） 纠错

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

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2025:009

Journal ref Machine.Learning.for.Biomedical.Imaging. 3 (2025)

Multi-stage intermediate fusion for multimodal learning to classify non-small cell lung cancer subtypes from CT and PET

Fatih Aksu, Fabrizia Gelardi, Arturo Chiti, Paolo Soda

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

Journal ref Pattern Recognition Letters 193 (2025) 86-93

Deep Learning-based MRI Reconstruction with Artificial Fourier Transform Network (AFTNet)

Yanting Yang, Yiren Zhang, Zongyu Li, Jeffery Siyuan Tian, Matthieu Dagommer, Jia Guo

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

Generative AI for Synthetic Data Across Multiple Medical Modalities: A Systematic Review of Recent Developments and Challenges

Mahmoud Ibrahim, Yasmina Al Khalil, Sina Amirrajab, Chang Sun, Marcel Breeuwer, Josien Pluim, Bart Elen, Gokhan Ertaylan, Michel Dumontier

专题命中 医学影像 ：medical AI(abstract)；medical image(abstract)；MRI(abstract)；CT(abstract)

Constraint-Based Model in Multimodal Learning to Improve Ventricular Arrhythmia Prediction

Evariste Njomgue Fotso, Buntheng Ly, Hubert Cochet, Maxime Sermesant

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；diagnosis(abstract)

Journal ref Statistical Atlases and Computational Modeling of the Heart (STACOM), Oct 2024, Marrackech, Maroc, Morocco

MICCAI-CDMRI 2023 QuantConn Challenge Findings on Achieving Robust Quantitative Connectivity through Harmonized Preprocessing of Diffusion MRI

Nancy R. Newlin, Kurt Schilling, Serge Koudoro, Bramsh Qamar Chandio, Praitayini Kanakaraj, Daniel Moyer, Claire E. Kelly, Sila Genc, Jian Chen, Joseph Yuan-Mou Yang, Ye Wu, Yifei He, Jiawei Zhang, Qingrun Zeng, Fan Zhang, Nagesh Adluru, Vishwesh Nath, Sudhir Pathak, Walter Schneider, Anurag Gade, Yogesh Rathi, Tom Hendriks, Anna Vilanova, Maxime Chamberland, Tomasz Pieciak, Dominika Ciupek, Antonio Tristán Vega, Santiago Aja-Fernández, Maciej Malawski, Gani Ouedraogo, Julia Machnio, Christian Ewert, Paul M. Thompson, Neda Jahanshad, Eleftherios Garyfallidis, Bennett A. Landman

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

Comments Accepted for publication at the Journal of Machine Learning for Biomedical Imaging (MELBA) https://melba-journal.org/2024/019

Journal ref Machine.Learning.for.Biomedical.Imaging. 2 (2024)

Introduction of Medical Imaging Modalities

S. K. M Shadekul Islam, MD Abdullah Al Nasim, Ismail Hossain, Md Azim Ullah, Kishor Datta Gupta, Md Monjur Hossain Bhuiyan

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；CT(abstract)；diagnosis(abstract)

Comments 19 pages, 7 figures, 1 table; Acceptance of the chapter for the Springer book "Data-driven approaches to medical imaging"

Towards improving Alzheimer's intervention: a machine learning approach for biomarker detection through combining MEG and MRI pipelines

Alwani Liyana Ahmad, Jose Sanchez-Bornot, Roberto C. Sotero, Damien Coyle, Zamzuri Idris, Ibrahima Faye

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

Comments 28 pages, 9 figures, 3 tables, 19 supplimetary material

AutoRG-Brain: Grounded Report Generation for Brain MRI

Jiayu Lei, Xiaoman Zhang, Chaoyi Wu, Lisong Dai, Ya Zhang, Yanyong Zhang, Yanfeng Wang, Weidi Xie, Yuehua Li

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

Augmentation-based Unsupervised Cross-Domain Functional MRI Adaptation for Major Depressive Disorder Identification

Yunling Ma, Chaojun Zhang, Xiaochuan Wang, Qianqian Wang, Liang Cao, Limei Zhang, Mingxia Liu

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

Perivascular space Identification Nnunet for Generalised Usage (PINGU)

Benjamin Sinclair, Lucy Vivash, Jasmine Moses, Miranda Lynch, William Pham, Karina Dorfman, Cassandra Marotta, Shaun Koh, Jacob Bunyamin, Ella Rowsthorn, Alex Jarema, Himashi Peiris, Zhaolin Chen, Sandy R Shultz, David K Wright, Dexiao Kong, Sharon L. Naismith, Terence J. OBrien, Meng Law

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；pathology(abstract)；biomedical(abstract)

Tensor-based Multimodal Learning for Prediction of Pulmonary Arterial Wedge Pressure from Cardiac MRI

Prasun C. Tripathi, Mohammod N. I. Suvon, Lawrence Schobs, Shuo Zhou, Samer Alabed, Andrew J. Swift, Haiping Lu

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

Labeling subtypes in a Parkinson's Cohort using Multifeatures in MRI -- Integrating Grey and White Matter Information

Tanmayee Samantaray, Jitender Saini, Pramod Kumar Pal, Bithiah Grace Jaganathan, Vijaya V Saradhi, Gupta CN

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

Comments 31 pages, 10 figures, 3 tables

Synthetic Privileged Information Enhances Medical Image Representation Learning

Lucas Farndale, Chris Walsh, Robert Insall, Ke Yuan

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

Non-invasive Liver Fibrosis Screening on CT Images using Radiomics

Jay J. Yoo, Khashayar Namdar, Sean Carey, Sandra E. Fischer, Chris McIntosh, Farzad Khalvati, Patrik Rogalla

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

Efficacy of MRI data harmonization in the age of machine learning. A multicenter study across 36 datasets

Chiara Marzi, Marco Giannelli, Andrea Barucci, Carlo Tessa, Mario Mascalchi, Stefano Diciotti

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

Journal ref Sci Data 11, 115 (2024)

Technical Note: Feasibility of translating 3.0T-trained Deep-Learning Segmentation Models Out-of-the-Box on Low-Field MRI 0.55T Knee-MRI of Healthy Controls

Rupsa Bhattacharjee, Zehra Akkaya, Johanna Luitjens, Pan Su, Yang Yang, Valentina Pedoia, Sharmila Majumdar

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

Comments 11 Pages, 3 Figures, 2 Tables

Synthetic CT Generation via Variant Invertible Network for All-digital Brain PET Attenuation Correction

Yu Guan, Bohui Shen, Xinchong Shi, Xiangsong Zhang, Bingxuan Li, Qiegen Liu

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

Unique Brain Network Identification Number for Parkinson's Individuals Using Structural MRI

Tanmayee Samantaray, Utsav Gupta, Jitender Saini, Cota Navin Gupta

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

Comments 15 pages, 5 figures,1 algorithm, 1 main table, 1 appendix table

Journal ref Brain Sciences, vol. 13, no. 9, 08 Sep. 2023

Review of medical data analysis based on spiking neural networks

X. Li, X. Zhang, X. Yi, D. Liu, H. Wang, B. Zhang, B. Zhang, D. Zhao, L. Wang

专题命中 医学影像 ：medical image(abstract)；MRI(abstract)；diagnosis(abstract)；biomedical(abstract)

Quantifying U-Net Uncertainty in Multi-Parametric MRI-based Glioma Segmentation by Spherical Image Projection

Zhenyu Yang, Kyle Lafata, Eugene Vaios, Zongsheng Hu, Trey Mullikin, Fang-Fang Yin, Chunhao Wang

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

Comments 31 pages, 9 figures, 1 table