医学 AI

Automatic segmentation of Organs at Risk in Head and Neck cancer patients from CT and MRI scans

Sébastien Quetin, Andrew Heschl, Mauricio Murillo, Rohit Murali, Piotr Pater, George Shenouda, Shirin A. Enger, Farhad Maleki

机构 * Medical Physics Unit, Department of Oncology, McGill University（麦吉尔大学医学物理单位） ； Montreal Institute for Learning Algorithms, Mila（蒙特利尔学习算法研究所） ； Department of Computer Science, University of Calgary（卡尔加里大学计算机科学系） ； University of British Columbia（不列颠哥伦比亚大学） ； Division of Radiation Oncology, Department of Oncology, McGill University（麦吉尔大学放射肿瘤学部） ； McGill University Health Centre（麦吉尔大学健康中心） ； Lady Davis Institute for Medical Research, Jewish General Hospital（Lady Davis医学研究所，犹太通用医院） ； Department of Diagnostic Radiology, McGill University（麦吉尔大学诊断放射学部） ； Department of Radiology, University of Florida（佛罗里达大学放射学部） 纠错

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

Sparsity-Driven Parallel Imaging Consistency for Improved Self-Supervised MRI Reconstruction

Yaşar Utku Alçalar, Mehmet Akçakaya

机构 * Department of Electrical \& Computer Engineering, University of Minnesota, MN, USA Center for Magnetic Resonance Research, University of Minnesota, MN, USA 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 Image Processing (ICIP), 2025

VLSM-Ensemble: Ensembling CLIP-based Vision-Language Models for Enhanced Medical Image Segmentation

Julia Dietlmeier, Oluwabukola Grace Adegboro, Vayangi Ganepola, Claudia Mazo, Noel E. O'Connor

机构 * Insight Research Ireland Centre for Data Analytics, DCU, Dublin, Ireland（爱尔兰洞察研究爱尔兰数据分析中心，都柏林大学，都柏林） ； Research Ireland Centre for Research Training in Machine Learning, DCU, Dublin, Ireland（爱尔兰研究爱尔兰机器学习研究培训中心，都柏林大学，都柏林） ； School of Computing, Dublin City University, Dublin, Ireland（计算学院，都柏林城市大学，都柏林） 纠错

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

Comments Medical Imaging with Deep Learning (MIDL 2025) short paper

Generating Synthetic Contrast-Enhanced Chest CT Images from Non-Contrast Scans Using Slice-Consistent Brownian Bridge Diffusion Network

Pouya Shiri, Xin Yi, Neel P. Mistry, Samaneh Javadinia, Mohammad Chegini, Seok-Bum Ko, Amirali Baniasadi, Scott J. Adams

机构 * Department of Medical Imaging, University of Saskatchewan（医学成像系，萨斯喀彻温大学） ； Department of Electrical and Computer Engineering, University of Saskatchewan（电气与计算机工程系，萨斯喀彻温大学） 纠错

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

INR meets Multi-Contrast MRI Reconstruction

Natascha Niessen, Carolin M. Pirkl, Ana Beatriz Solana, Hannah Eichhorn, Veronika Spieker, Wenqi Huang, Tim Sprenger, Marion I. Menzel, Julia A. Schnabel

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

Exploiting Unlabeled Structures through Task Consistency Training for Versatile Medical Image Segmentation

Shengqian Zhu, Jiafei Wu, Xiaogang Xu, Chengrong Yu, Ying Song, Zhang Yi, Guangjun Li, Junjie Hu

机构 * Sichuan University（四川大学） ； University of Hong Kong（香港大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

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

Hierarchical Section Matching Prediction (HSMP) BERT for Fine-Grained Extraction of Structured Data from Hebrew Free-Text Radiology Reports in Crohn's Disease

Zvi Badash, Hadas Ben-Atya, Naama Gavrielov, Liam Hazan, Gili Focht, Ruth Cytter-Kuint, Talar Hagopian, Dan Turner, Moti Freiman

机构 * Faculty of Data and Decision Sciences, Technion – Israel Institute of Technology（1 数据与决策科学学院，技术离子-以色列理工学院） ； Faculty of Biomedical Engineering, Technion – Israel Institute of Technology（2 生物医学工程学院，技术离子-以色列理工学院） ； Juliet Keidan Institute of Pediatric Gastroenterology, Hepatology and Nutrition, The Eisenberg R&D Authority, Shaare Zedek Medical Center, The Hebrew University School of Medicine（3 肝胆营养研究所，Eisenberg R&D机构，Shaare Zedek医疗中心，希伯来大学医学院） ； Pediatric Radiology Unit, Radiology Department, The Eisenberg R&D Authority, Shaare Zedek Medical Center, The Hebrew University of Jerusalem（4 儿童放射科单位，放射科部门，Eisenberg R&D机构，Shaare Zedek医疗中心，希伯来大学杰里科分校） 纠错

专题命中 医学影像 ：radiology(title,abstract)

Gaussian Primitives for Deformable Image Registration

Jihe Li, Xiang Liu, Fabian Zhang, Xia Li, Xixin Cao, Ye Zhang, Joachim Buhmann

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

Journal ref Physics and Imaging in Radiation Oncology, p.100821 (2025)

MitoDetect++: A Domain-Robust Pipeline for Mitosis Detection and Atypical Subtyping

Esha Sadia Nasir, Jiaqi Lv, Mostafa Jahanifar, Shan E Ahmed Raza

机构 * Tissue Image Analytics Centre, University of Warwick（组织图像分析中心，沃里克大学） 纠错

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

Semi-supervised Deep Transfer for Regression without Domain Alignment

Mainak Biswas, Ambedkar Dukkipati, Devarajan Sridharan

机构 * Brain, Computation and Data Sciences（脑科学与数据科学） ； Centre for Neuroscience（神经科学中心） ； Computer Science and Automation（计算机科学与自动化） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.CV

Comments 15 pages, 6 figures, International Conference on Computer Vision 2025

Toward Accessible Dermatology: Skin Lesion Classification Using Deep Learning Models on Mobile-Acquired Images

Asif Newaz, Masum Mushfiq Ishti, A Z M Ashraful Azam, Asif Ur Rahman Adib

机构 * Dept. of Electrical and Electronic Engineering（电子与电子工程系） 纠错

专题命中 医学影像 ：diagnosis(abstract)；分类 cs.CV

Comments Under Review in ICSigSys 2025

Enhancing Self-Driving Segmentation in Adverse Weather Conditions: A Dual Uncertainty-Aware Training Approach to SAM Optimization

Dharsan Ravindran, Kevin Wang, Zhuoyuan Cao, Saleh Abdelrahman, Jeffery Wu

机构 * Queen's University（女王大学） 纠错

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

Improving Vessel Segmentation with Multi-Task Learning and Auxiliary Data Available Only During Model Training

Daniel Sobotka, Alexander Herold, Matthias Perkonigg, Lucian Beer, Nina Bastati, Alina Sablatnig, Ahmed Ba-Ssalamah, Georg Langs

机构 * Computational Imaging Research Lab（计算成像研究实验室） ； Medical University of Vienna（维也纳医学大学） ； Medical University of Innsbruck（因斯布鲁克医学大学） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.CV

Journal ref Computerized Medical Imaging and Graphics Volume 114, June 2024, 102369

TPA: Temporal Prompt Alignment for Fetal Congenital Heart Defect Classification

Darya Taratynova, Alya Almsouti, Beknur Kalmakhanbet, Numan Saeed, Mohammad Yaqub

机构 * Department of Machine Learning Mohamed bin Zayed University of Artificial Intelligence (MBZUAI) Abu Dhabi, UAE（机器学习系，Mohamed bin Zayed人工智能大学（MBZUAI），阿布扎比，阿联酋） ； Department of Computer Vision Mohamed bin Zayed University of Artificial Intelligence (MBZUAI) Abu Dhabi, UAE（计算机视觉系，Mohamed bin Zayed人工智能大学（MBZUAI），阿布扎比，阿联酋） 纠错

专题命中 医学影像 ：diagnosis(abstract)；分类 cs.CV

Magnetorotational and convective instabilities in a thin layer of electrically conductive nanofluid under an external helical magnetic field

M. I. Kopp, V. V. Yanovsky

专题命中 医学影像 ：MRI(abstract)

Comments Submitted to Functional Materials. 36 pages, 15 figures