医学 AI

Fully Automated Deep Learning Based Glenoid Bone Loss Measurement and Severity Stratification on 3D CT in Shoulder Instability

基于深度学习的全自动肩关节不稳3DCT中盂唇骨丢失测量与严重程度分层

Zhonghao Liu, Hanxue Gu, Qihang Li, Michael Fox, Jay M. Levin, Maciej A. Mazurowski, Brian C. Lau

机构 * Duke University（杜克大学） ； Duke University Medical Center（杜克大学医学中心） 纠错

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

AI总结 该研究提出了一种全自动深度学习方法，用于3DCT扫描中盂唇骨丢失的测量与严重程度分层，实现了高精度和高一致性，为肩关节不稳的术前规划提供可靠工具。

Clinical Interpretability of Deep Learning Segmentation Through Shapley-Derived Agreement and Uncertainty Metrics

通过Shapley衍生的共识和不确定性度量实现深度学习分割的临床可解释性

Tianyi Ren, Daniel Low, Pittra Jaengprajak, Juampablo Heras Rivera, Jacob Ruzevick, Mehmet Kurt

机构 * Department of Mechanical Engineering, University of Washington（华盛顿大学机械工程系） ； University of Washington School of Medicine（华盛顿大学医学院） ； Department of Neurological Surgery, University of Washington（华盛顿大学神经外科系） 纠错

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

AI总结 本研究通过Shapley值提出共识和不确定性度量，用于评估深度学习分割模型的临床可解释性，以提高模型在医学影像中的可靠性与可接受性。

CT-Less Attenuation Correction Using Multiview Ensemble Conditional Diffusion Model on High-Resolution Uncorrected PET Images

Alexandre St-Georges, Gabriel Richard, Maxime Toussaint, Christian Thibaudeau, Etienne Auger, Étienne Croteau, Stephen Cunnane, Roger Lecomte, Jean-Baptiste Michaud

机构 * Department of Medical Imaging and Radiation Sciences（医学影像与放射科学系） ； Université de Sherbrooke（Sherbrooke大学） ； Sherbrooke Molecular Imaging Center（Sherbrooke分子影像中心） ； CRCHUS ； Nantes Université（Nantes大学） ； Laboratoire CRCI2NA, INSERM, CNRS（CRCI2NA实验室，INSERM，CNRS） ； Imaging Research and Technology (IR&T) Inc.（影像研究与技术公司） ； Research Center on Aging, Department of Medicine（衰老研究中心，医学系） ； Department of Electrical Engineering and Computer Engineering（电气工程与计算机工程系） 纠错

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

Comments This is a preprint and not the final version of this paper

Multimodal Fusion at Three Tiers: Physics-Driven Data Generation and Vision-Language Guidance for Brain Tumor Segmentation

Mingda Zhang

机构 * Software School, Yunnan University, Kunming 650504, Yunnan, China（云南大学软件学院） 纠错

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

Comments 31 pages,3 figures

Scaling Vision Transformers for Functional MRI with Flat Maps

Connor Lane, Daniel Z. Kaplan, Tanishq Mathew Abraham, Paul S. Scotti

机构 * Baylor College of Medicine（贝勒医学院） ； University of Florida（佛罗里达大学） 纠错

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

Comments NeurIPS 2025 Workshop, Foundation Models for the Brain and Body; Code: https://github.com/MedARC-AI/fmri-fm; Discord: https://discord.gg/tVR4TWnRM9

Learning from Limited Multi-Phase CT: Dual-Branch Prototype-Guided Framework for Early Recurrence Prediction in HCC

Hsin-Pei Yu, Si-Qin Lyu, Yi-Hsien Hsieh, Weichung Wang, Tung-Hung Su, Jia-Horng Kao, Che Lin

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

Using topological data analysis to compare inter-subject variability across resting state functional MRI brain representations

Ty Easley, Kevin Freese, Elizabeth Munch, Janine Bijsterbosch

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

Comments first version submitted for NeurIPS 2023 conference; second version revised and submitted to SOCG 2024; current version submitted to the journal "Imaging Neuroscience."

MultiverSeg: Scalable Interactive Segmentation of Biomedical Imaging Datasets with In-Context Guidance

Hallee E. Wong, Jose Javier Gonzalez Ortiz, John Guttag, Adrian V. Dalca

机构 * MIT CSAIL（麻省理工学院计算机科学与人工智能实验室） ； MGH（麻省总医院） ； Databricks（Databricks公司） ； MGH,HMS（麻省总医院,哈佛医学院） 纠错

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

Comments Accepted by ICCV 2025. Project Website: https://multiverseg.csail.mit.edu Keywords: interactive segmentation, in-context learning, medical image analysis, biomedical imaging, image annotation, visual prompting

Adaptive k-space Radial Sampling for Cardiac MRI with Reinforcement Learning

Ruru Xu, Ilkay Oksuz

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

Comments MICCAI 2025 STACOM workshop

Best Practices for Large Language Models in Radiology

Christian Bluethgen, Dave Van Veen, Cyril Zakka, Katherine Link, Aaron Fanous, Roxana Daneshjou, Thomas Frauenfelder, Curtis Langlotz, Sergios Gatidis, Akshay Chaudhari

机构 * Stanford Center for Artificial Intelligence in Medicine and Imaging（斯坦福大学人工智能医学与成像中心） ； Diagnostic and Interventional Radiology, University Hospital Zurich, University of Zurich（苏黎世大学医院放射诊断与介入放射学） ； Department of Electrical Engineering, Stanford University（斯坦福大学电气工程系） ； Department of Cardiothoracic Surgery, Stanford Medicine（斯坦福医学院心胸外科系） ； Hugging Face ； Department of Medical Education, Icahn School of Medicine at Mount Sinai（伊坎医学院Mount Sinai医学教育系） ； NVIDIA Corporation（NVIDIA公司） ； UT Health San Antonio（UT健康科学中心圣安东尼奥分校） ； Department of Dermatology, Redwood City, CA, USA（红木城加州大学皮肤病学系） ； Department of Biomedical Data Science, Stanford, CA, USA（斯坦福大学生物医学数据科学系） ； Department of Medicine, Stanford, CA, USA（斯坦福大学医学系） ； Department of Radiology, Stanford University（斯坦福大学放射学系） 纠错

专题命中 医学影像 ：radiology(title,abstract)

Comments A redacted version of this preprint has been accepted for publication in Radiology

Journal ref Radiology 2025

LHU-Net: a Lean Hybrid U-Net for Cost-efficient, High-performance Volumetric Segmentation

Yousef Sadegheih, Afshin Bozorgpour, Pratibha Kumari, Reza Azad, Dorit Merhof

机构 * Faculty of Informatics and Data Science, University of Regensburg（信息学与数据科学学院，莱茵河畔罗特魏尔大学） ； Faculty of Electrical Engineering and Information Technology, RWTH Aachen University（电气工程与信息科技学院，亚琛工业大学） ； Fraunhofer Institute for Digital Medicine MEVIS（弗劳恩霍夫数字医学研究所MEVIS） 纠错

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

Comments Accepted at MICCAI-2025

Genetic Influences on Brain Aging: Analyzing Sex Differences in the UK Biobank using Structural MRI

Karen Ardila, Aashka Mohite, Abdoljalil Addeh, Amanda V. Tyndall, Cindy K. Barha, Quan Long, M. Ethan MacDonald

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

Comments 7 pages, 5 figures, conference

Journal ref International Society for Magnetic Resonance in Medicine, ISMRM Annual Meeting, May 2025

Deep Generative Model-Based Generation of Synthetic Individual-Specific Brain MRI Segmentations

Ruijie Wang, Luca Rossetto, Susan Mérillat, Christina Röcke, Mike Martin, Abraham Bernstein

机构 * Department of Informatics, University of Zurich（信息学院，苏黎世大学） ； School of Computing, Dublin City University（计算学院，都柏林城市大学） ； UZH Healthy Longevity Center, University of Zurich（UZH健康长寿中心，苏黎世大学） ； Department of Psychology, University of Zurich（心理学系，苏黎世大学） 纠错

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

DDCSR: A Novel End-to-End Deep Learning Framework for Cortical Surface Reconstruction from Diffusion MRI

Chengjin Li, Yuqian Chen, Nir A. Sochen, Wei Zhang, Carl-Fredrik Westin, Rathi Yogesh, Lauren J. O'Donnell, Ofer Pasternak, Fan Zhang

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

Comments 9 pages, 3 figures

Microscopic Propagator Imaging (MPI) with Diffusion MRI

Tommaso Zajac, Gloria Menegaz, Marco Pizzolato

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

A Deep Learning Approach to Multi-Fiber Parameter Estimation and Uncertainty Quantification in Diffusion MRI

William Consagra, Lipeng Ning, Yogesh Rathi

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

Predicting Parkinson's disease trajectory using clinical and functional MRI features: a reproduction and replication study

Elodie Germani, Nikhil Baghwat, Mathieu Dugré, Rémi Gau, Albert Montillo, Kevin Nguyen, Andrzej Sokolowski, Madeleine Sharp, Jean-Baptiste Poline, Tristan Glatard

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

Comments PLoS ONE, In press

Plasma-CycleGAN: Plasma Biomarker-Guided MRI to PET Cross-modality Translation Using Conditional CycleGAN

Yanxi Chen, Yi Su, Celine Dumitrascu, Kewei Chen, David Weidman, Richard J Caselli, Nicholas Ashton, Eric M Reiman, Yalin Wang

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

Comments Accepted by ISBI 2025

Biomarker Investigation using Multiple Brain Measures from MRI through XAI in Alzheimer's Disease Classification

Davide Coluzzi, Valentina Bordin, Massimo Walter Rivolta, Igor Fortel, Liang Zhang, Alex Leow, Giuseppe Baselli

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

Comments 26 pages, 5 figures

Journal ref Bioengineering 2025; 12(1):82

Advanced Lung Nodule Segmentation and Classification for Early Detection of Lung Cancer using SAM and Transfer Learning

Asha V, Bhavanishankar K

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

Multi-Stage Segmentation and Cascade Classification Methods for Improving Cardiac MRI Analysis

Vitalii Slobodzian, Pavlo Radiuk, Oleksander Barmak, Iurii Krak

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

Comments Cardiac MRI, heart pathology, deep learning, segmentation, Gaussian smoothing, classification, cascade

The Brain Tumor Segmentation (BraTS-METS) Challenge 2023: Brain Metastasis Segmentation on Pre-treatment MRI

Ahmed W. Moawad, Anastasia Janas, Ujjwal Baid, Divya Ramakrishnan, Rachit Saluja, Nader Ashraf, Nazanin Maleki, Leon Jekel, Nikolay Yordanov, Pascal Fehringer, Athanasios Gkampenis, Raisa Amiruddin, Amirreza Manteghinejad, Maruf Adewole, Jake Albrecht, Udunna Anazodo, Sanjay Aneja, Syed Muhammad Anwar, Timothy Bergquist, Veronica Chiang, Verena Chung, Gian Marco Conte, Farouk Dako, James Eddy, Ivan Ezhov, Nastaran Khalili, Keyvan Farahani, Juan Eugenio Iglesias, Zhifan Jiang, Elaine Johanson, Anahita Fathi Kazerooni, Florian Kofler, Kiril Krantchev, Dominic LaBella, Koen Van Leemput, Hongwei Bran Li, Marius George Linguraru, Xinyang Liu, Zeke Meier, Bjoern H Menze, Harrison Moy, Klara Osenberg, Marie Piraud, Zachary Reitman, Russell Takeshi Shinohara, Chunhao Wang, Benedikt Wiestler, Walter Wiggins, Umber Shafique, Klara Willms, Arman Avesta, Khaled Bousabarah, Satrajit Chakrabarty, Nicolo Gennaro, Wolfgang Holler, Manpreet Kaur, Pamela LaMontagne, MingDe Lin, Jan Lost, Daniel S. Marcus, Ryan Maresca, Sarah Merkaj, Gabriel Cassinelli Pedersen, Marc von Reppert, Aristeidis Sotiras, Oleg Teytelboym, Niklas Tillmans, Malte Westerhoff, Ayda Youssef, Devon Godfrey, Scott Floyd, Andreas Rauschecker, Javier Villanueva-Meyer, Irada Pfluger, Jaeyoung Cho, Martin Bendszus, Gianluca Brugnara, Justin Cramer, Gloria J. Guzman Perez-Carillo, Derek R. Johnson, Anthony Kam, Benjamin Yin Ming Kwan, Lillian Lai, Neil U. Lall, Fatima Memon, Mark Krycia, Satya Narayana Patro, Bojan Petrovic, Tiffany Y. So, Gerard Thompson, Lei Wu, E. Brooke Schrickel, Anu Bansal, Frederik Barkhof, Cristina Besada, Sammy Chu, Jason Druzgal, Alexandru Dusoi, Luciano Farage, Fabricio Feltrin, Amy Fong, Steve H. Fung, R. Ian Gray, Ichiro Ikuta, Michael Iv, Alida A. Postma, Amit Mahajan, David Joyner, Chase Krumpelman, Laurent Letourneau-Guillon, Christie M. Lincoln, Mate E. Maros, Elka Miller, Fanny Moron, Esther A. Nimchinsky, Ozkan Ozsarlak, Uresh Patel, Saurabh Rohatgi, Atin Saha, Anousheh Sayah, Eric D. Schwartz, Robert Shih, Mark S. Shiroishi, Juan E. Small, Manoj Tanwar, Jewels Valerie, Brent D. Weinberg, Matthew L. White, Robert Young, Vahe M. Zohrabian, Aynur Azizova, Melanie Maria Theresa Bruseler, Mohanad Ghonim, Mohamed Ghonim, Abdullah Okar, Luca Pasquini, Yasaman Sharifi, Gagandeep Singh, Nico Sollmann, Theodora Soumala, Mahsa Taherzadeh, Philipp Vollmuth, Martha Foltyn-Dumitru, Ajay Malhotra, Aly H. Abayazeed, Francesco Dellepiane, Philipp Lohmann, Victor M. Perez-Garcia, Hesham Elhalawani, Maria Correia de Verdier, Sanaria Al-Rubaiey, Rui Duarte Armindo, Kholod Ashraf, Moamen M. Asla, Mohamed Badawy, Jeroen Bisschop, Nima Broomand Lomer, Jan Bukatz, Jim Chen, Petra Cimflova, Felix Corr, Alexis Crawley, Lisa Deptula, Tasneem Elakhdar, Islam H. Shawali, Shahriar Faghani, Alexandra Frick, Vaibhav Gulati, Muhammad Ammar Haider, Fatima Hierro, Rasmus Holmboe Dahl, Sarah Maria Jacobs, Kuang-chun Jim Hsieh, Sedat G. Kandemirli, Katharina Kersting, Laura Kida, Sofia Kollia, Ioannis Koukoulithras, Xiao Li, Ahmed Abouelatta, Aya Mansour, Ruxandra-Catrinel Maria-Zamfirescu, Marcela Marsiglia, Yohana Sarahi Mateo-Camacho, Mark McArthur, Olivia McDonnell, Maire McHugh, Mana Moassefi, Samah Mostafa Morsi, Alexander Munteanu, Khanak K. Nandolia, Syed Raza Naqvi, Yalda Nikanpour, Mostafa Alnoury, Abdullah Mohamed Aly Nouh, Francesca Pappafava, Markand D. Patel, Samantha Petrucci, Eric Rawie, Scott Raymond, Borna Roohani, Sadeq Sabouhi, Laura M. Sanchez-Garcia, Zoe Shaked, Pokhraj P. Suthar, Talissa Altes, Edvin Isufi, Yaseen Dhemesh, Jaime Gass, Jonathan Thacker, Abdul Rahman Tarabishy, Benjamin Turner, Sebastiano Vacca, George K. Vilanilam, Daniel Warren, David Weiss, Fikadu Worede, Sara Yousry, Wondwossen Lerebo, Alejandro Aristizabal, Alexandros Karargyris, Hasan Kassem, Sarthak Pati, Micah Sheller, Katherine E. Link, Evan Calabrese, Nourel hoda Tahon, Ayman Nada, Yuri S. Velichko, Spyridon Bakas, Jeffrey D. Rudie, Mariam Aboian

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

Clustering Alzheimer's Disease Subtypes via Similarity Learning and Graph Diffusion

Tianyi Wei, Shu Yang, Davoud Ataee Tarzanagh, Jingxuan Bao, Jia Xu, Patryk Orzechowski, Joost B. Wagenaar, Qi Long, Li Shen

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

Comments ICIBM'23': International Conference on Intelligent Biology and Medicine, Tampa, FL, USA, July 16-19, 2023

BioFace3D: A fully automatic pipeline for facial biomarkers extraction of 3D face reconstructions segmented from MRI

Álvaro Heredia-Lidón, Luis M. Echeverry-Quiceno, Alejandro González, Noemí Hostalet, Edith Pomarol-Clotet, Juan Fortea, Mar Fatjó-Vilas, Neus Martínez-Abadías, Xavier Sevillano

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

Transformers-based architectures for stroke segmentation: A review

Yalda Zafari-Ghadim, Essam A. Rashed, Mohamed Mabrok

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

So You Want to Image Myelin Using MRI: Magnetic Susceptibility Source Separation for Myelin Imaging

Jongho Lee, Sooyeon Ji, Se-Hong Oh

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

Comments Can now be found in Magnetic Resonance in Medical Sciences https://doi.org/10.2463/mrms.rev.2024-0001

VASARI-auto: equitable, efficient, and economical featurisation of glioma MRI

James K Ruffle, Samia Mohinta, Kelly Pegoretti Baruteau, Rebekah Rajiah, Faith Lee, Sebastian Brandner, Parashkev Nachev, Harpreet Hyare

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

Comments 36 pages, 8 figures, 2 tables

MRI-based and metabolomics-based age scores act synergetically for mortality prediction shown by multi-cohort federated learning

Pedro Mateus, Swier Garst, Jing Yu, Davy Cats, Alexander G. J. Harms, Mahlet Birhanu, Marian Beekman, P. Eline Slagboom, Marcel Reinders, Jeroen van der Grond, Andre Dekker, Jacobus F. A. Jansen, Magdalena Beran, Miranda T. Schram, Pieter Jelle Visser, Justine Moonen, Mohsen Ghanbari, Gennady Roshchupkin, Dina Vojinovic, Inigo Bermejo, Hailiang Mei, Esther E. Bron

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

Leveraging SeNet and ResNet Synergy within an Encoder-Decoder Architecture for Glioma Detection

Pandiyaraju V, Shravan Venkatraman, Abeshek A, Pavan Kumar S, Aravintakshan S A

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

Comments 9 pages, 6 figures, 1 table

Advanced AI Framework for Enhanced Detection and Assessment of Abdominal Trauma: Integrating 3D Segmentation with 2D CNN and RNN Models

Liheng Jiang, Xuechun yang, Chang Yu, Zhizhong Wu, Yuting Wang

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

Comments 6 Pages