医学 AI

RoentMod: A Synthetic Chest X-Ray Modification Model to Identify and Correct Image Interpretation Model Shortcuts

Lauren H. Cooke, Matthias Jung, Jan M. Brendel, Nora M. Kerkovits, Borek Foldyna, Michael T. Lu, Vineet K. Raghu

专题命中 医学影像 ：medical AI(abstract)；medical image(abstract)；pathology(abstract)；radiology(abstract)

Comments 25 + 8 pages, 4 + 7 figures

Motion-Robust T2* Quantification from Gradient Echo MRI with Physics-Informed Deep Learning

Hannah Eichhorn, Veronika Spieker, Kerstin Hammernik, Elisa Saks, Lina Felsner, Kilian Weiss, Christine Preibisch, Julia A. Schnabel

机构 * Institute of Machine Learning in Biomedical Imaging , Helmholtz Munich , Germany ； School of Computation, Information \& Technology , Technical University of Munich , Germany ； School of Medicine \& Health, Institute for Diagnostic ； Interventional Neuroradiology , Technical University of Munich , Germany ； School of Medicine \& Health, TUM-Neuroimaging Center , Technical University of Munich , Germany ； Philips GmbH Market DACH , Germany ； School of Medicine \& Health, Clinic of Neurology , Technical University of Munich , Germany ； School of Biomedical Engineering \& Imaging Sciences , King’s College London , UK 纠错

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

Comments Under Review

Validation of a CT-brain analysis tool for measuring global cortical atrophy in older patient cohorts

Sukhdeep Bal, Emma Colbourne, Jasmine Gan, Ludovica Griffanti, Taylor Hanayik, Nele Demeyere, Jim Davies, Sarah T Pendlebury, Mark Jenkinson

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

Comments 6 figures

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."

Multispectral CT Denoising via Simulation-Trained Deep Learning: Experimental Results at the ESRF BM18

Peter Gänz, Steffen Kieß, Guangpu Yang, Jajnabalkya Guhathakurta, Tanja Pienkny, Charls Clark, Paul Tafforeau, Andreas Balles, Astrid Hölzing, Simon Zabler, Sven Simon

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

Vision-Language Semantic Aggregation Leveraging Foundation Model for Generalizable Medical Image Segmentation

Wenjun Yu, Yinchen Zhou, Jia-Xuan Jiang, Shubin Zeng, Yuee Li, Zhong Wang

机构 * organization= School of Information Science \& Engineering, Lanzhou University , addressline= , city= Lanzhou , postcode= 730000 , country= China 纠错

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

Comments 29 pages and 8 figures

Implicit Shape-Prior for Few-Shot Assisted 3D Segmentation

Mathilde Monvoisin, Louise Piecuch, Blanche Texier, Cédric Hémon, Anaïs Barateau, Jérémie Huet, Antoine Nordez, Anne-Sophie Boureau, Jean-Claude Nunes, Diana Mateus

机构 * Nantes Université, École Centrale Nantes, CNRS, LS2N, UMR 6004, Nantes Universit\'e, Movement Interactions Performance, IP UR 4334 UFR STAPS, Nantes Université, CHU Nantes, Pole de Gérontologie Clinique, 1,2,3 F-44000, Nantes, France Univ Rennes, CLCC Eug\`ene Marquis, INSERM, LTSI - UMR 1099, F-35000 Rennes, France Institut Universitaire de France (IUF), Paris, France 纠错

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

Comments Both first Authors contributed equally to this work, lastnames in alphabetical order. This preprint has not undergone peer review or any post-submission improvements or corrections. The Version of Record of this contribution will be published in a Springer Nature Computer Science book series (CCIS, LNAI, LNBI, LNBIP, LNCS) and the doi will soon be released

CLAPS: A CLIP-Unified Auto-Prompt Segmentation for Multi-Modal Retinal Imaging

Zhihao Zhao, Yinzheng Zhao, Junjie Yang, Xiangtong Yao, Quanmin Liang, Shahrooz Faghihroohi, Kai Huang, Nassir Navab, M. Ali Nasseri

机构 * Technical University of Munich（慕尼黑技术大学） ； Sun Yat-Sen University（中山大学） 纠错

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

Comments BIBM

SimCroP: Radiograph Representation Learning with Similarity-driven Cross-granularity Pre-training

Rongsheng Wang, Fenghe Tang, Qingsong Yao, Rui Yan, Xu Zhang, Zhen Huang, Haoran Lai, Zhiyang He, Xiaodong Tao, Zihang Jiang, Shaohua Kevin Zhou

机构 * School of Biomedical Engineering, Division of Life Sciences ； Medicine, University of Science ； Technology of China (USTC), Hefei Anhui, 230026, China Center for Medical Imaging, Robotics, Analytic Computing \& Learning (MIRACLE), Suzhou Institute for Advance Research, USTC, 215123, China Stanford University, Palo Alto, California, 94025, United States Jiangsu Provincial Key Laboratory of Multimodal Digital Twin Technology, Suzhou Key Laboratory of Precision ； Intelligent Chemistry, USTC Anhui IFLYTEK CO., Ltd. 纠错

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

Comments Accepted by MICCAI 2025

RepViT-CXR: A Channel Replication Strategy for Vision Transformers in Chest X-ray Tuberculosis and Pneumonia Classification

Faisal Ahmed

机构 * Department of Data Science and Mathematics, Embry-Riddle Aeronautical University（数据科学与数学系，艾姆伯里-里德尔航空航天大学） 纠错

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

Comments 10 pages, 5 figures

Support Vector Machine Guided Reproducing Kernel Particle Method for Image-Based Modeling of Microstructures

Yanran Wang, Jonghyuk Baek, Yichun Tang, Jing Du, Mike Hillman, J. S. Chen

专题命中 医学影像 ：CT(abstract)；分类 cs.LG

Comments 58 pages, 51 figures, keywords: image-based modeling, support vector machine, reproducing kernel particle method, weak discontinuity, microstructures