医学 AI

When are radiology reports useful for training medical image classifiers?

Herman Bergström, Zhongqi Yue, Fredrik D. Johansson

机构 * Department of Computer Science & Engineering, Chalmers University of Technology and University of Gothenburg（计算机科学与工程系，楚姆勒斯技术大学和哥德堡大学） 纠错

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

Calibrated Self-supervised Vision Transformers Improve Intracranial Arterial Calcification Segmentation from Clinical CT Head Scans

Benjamin Jin, Grant Mair, Joanna M. Wardlaw, Maria del C. Valdés Hernández

机构 * Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, UK Neuroradiology, Department of Clinical Neurosciences, NHS Lothian, Edinburgh, UK UK Dementia Research Institute, University of Edinburgh, Edinburgh, UK 纠错

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

Comments Accepted at the 3rd Data Engineering in Medical Imaging workshop @ MICCAI 2025

3D CT-Based Coronary Calcium Assessment: A Feature-Driven Machine Learning Framework

Ayman Abaid, Gianpiero Guidone, Sara Alsubai, Foziyah Alquahtani, Talha Iqbal, Ruth Sharif, Hesham Elzomor, Emiliano Bianchini, Naeif Almagal, Michael G. Madden, Faisal Sharif, Ihsan Ullah

机构 * Visual Intelligence Lab, School of Computer Science, University of Galway, Ireland（加拉维大学计算机科学学院视觉智能实验室） ； Data Science Institute, University of Galway, Ireland（加拉维大学数据科学研究所） ； Sharif Cardiovascular Research Group, University of Galway, Ireland（加拉维大学沙里夫心血管研究组） ； Department of Cardiology, Galway University Hospital, Galway, Ireland（加拉维大学医院心内科部门） ； CRFG, University of Galway, Galway, Ireland（加拉维大学CRFG研究中心） ； CURAM, University of Galway, Galway, Ireland（加拉维大学CURAM研究中心） ； Cardiology Department, NEOM Hospital, Saudi Arabia（沙特NEOM医院心内科部门） 纠错

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

Comments 11 pages, 2 Figures, MICCAI AMAI 2025 workshop, to be published in Volume 16206 of the Lecture Notes in Computer Science series

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

Pre to Post-Treatment Glioblastoma MRI Prediction using a Latent Diffusion Model

Alexandre G. Leclercq, Sébastien Bougleux, Noémie N. Moreau, Alexis Desmonts, Romain Hérault, Aurélien Corroyer-Dulmont

机构 * Normandie Univ, UNICAEN, ENSICAEN, CNRS, GREYC, Caen, France（诺曼底大学、UNICAEN、ENSICAEN、CNRS、GREYC、法国卡昂） ； Artificial Intelligence Department, Centre François Baclesse, Caen, France（人工智能部门、弗朗索瓦·巴克塞中心、法国卡昂） ； Université de Caen Normandie, CNRS, Normandie Université, ISTCT UMR6030, GIP CYCERON, Caen, France（卡昂诺曼底大学、CNRS、诺曼底大学、ISTCT UMR6030、GIP CYCERON、法国卡昂） 纠错

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

Comments 10 pages, 4 figures. Presented to the Deep Generative Models Workshop of MICCAI (DGM4MICCAI)

Journal ref Deep Generative Models. DGM4MICCAI 2025. Lecture Notes in Computer Science, vol 16128. Springer

Addressing Small and Imbalanced Medical Image Datasets Using Generative Models: A Comparative Study of DDPM and PGGANs with Random and Greedy K Sampling

Iman Khazrak, Shakhnoza Takhirova, Mostafa M. Rezaee, Mehrdad Yadollahi, Robert C. Green, Shuteng Niu

机构 * Department of Computer Science, Bowling Green State University（计算机科学系，布卢明顿州立大学） 纠错

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

Journal ref Artificial Intelligence and Applications, 2025

ScribbleVS: Scribble-Supervised Medical Image Segmentation via Dynamic Competitive Pseudo Label Selection

Tao Wang, Xinlin Zhang, Zhenxuan Zhang, Yuanbo Zhou, Yuanbin Chen, Longxuan Zhao, Chaohui Xu, Shun Chen, Guang Yang, Tong Tong

机构 * college of physics and information engineering, University of Fuzhou University（物理与信息工程学院，福州大学） ； Fuzhou University Zhicheng College（福州大学智城学院） 纠错

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

Aligning What You Separate: Denoised Patch Mixing for Source-Free Domain Adaptation in Medical Image Segmentation

Quang-Khai Bui-Tran, Thanh-Huy Nguyen, Hoang-Thien Nguyen, Ba-Thinh Lam, Nguyen Lan Vi Vu, Phat K. Huynh, Ulas Bagci, Min Xu

机构 * 1 Carnegie Mellon University, PA, USA 2 PASSIO Lab, North Carolina A\&T State University, NC, USA 3 Ho Chi Minh University of Science, Vietnam 4 Ho Chi Minh University of Technology, Vietnam 5 Northwestern University, IL, USA 纠错

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

Comments 5 pages, 3 figures

Diverse Teaching and Label Propagation for Generic Semi-Supervised Medical Image Segmentation

Wei Li, Pengcheng Zhou, Linye Ma, Wenyi Zhao, Huihua Yang, Yuchen Guo

机构 * Beijing Information Science and Technology National Research Center (BNRIST), Tsinghua University（北京信息科学与技术国家级研究中（BNRIST）、清华大学） ； National University of Singapore College of Design and Engineering（新加坡国立大学设计与工程学院） ； The 15th Institute of China Electronics Technology Group Corporation（中国电子科技集团第十五研究所） ； School of Intelligent Engineering and Automation, Beijing University of Posts and Telecommunications（北京邮电大学智能工程与自动化学院） 纠错

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

Comments Under Review

GENRE-CMR: Generalizable Deep Learning for Diverse Multi-Domain Cardiac MRI Reconstruction

Kian Anvari Hamedani, Narges Razizadeh, Shahabedin Nabavi, Mohsen Ebrahimi Moghaddam

机构 * Faculty of Computer Science and Engineering（计算机科学与工程学院） 纠错

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

Auto3DSeg for Brain Tumor Segmentation from 3D MRI in BraTS 2023 Challenge

Andriy Myronenko, Dong Yang, Yufan He, Daguang Xu

机构 * NVIDIA 纠错

专题命中 医学影像 ：MRI(title)；分类 cs.CV

Comments BraTS23 winner

MambaCAFU: Hybrid Multi-Scale and Multi-Attention Model with Mamba-Based Fusion for Medical Image Segmentation

T-Mai Bui, Fares Bougourzi, Fadi Dornaika, Vinh Truong Hoang

机构 * University of the Basque Country UPV/EHU（巴斯克大学UPV/EHU） ； Ho Chi Minh City Open University（胡志明市开放大学） 纠错

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

Machine Learning based Analysis for Radiomics Features Robustness in Real-World Deployment Scenarios

Sarmad Ahmad Khan, Simon Bernatz, Zahra Moslehi, Florian Buettner

专题命中 医学影像 ：MRI(abstract)；分类 cs.LG

Photoacoustics on the go: An Embedded Photoacoustic Sensing Platform

Talia Xu, Caitlin Smith, Charles Lo, Jami Shepherd, Gijs van Soest, Marco Zuniga

专题命中 医学影像 ：MRI(abstract)

Multifaceted Accretion: The Interplay of Turbulence, Resistivity, Thermal Transport, and Dust around Black Holes

Asish Jyoti Boruah, Liza Devi, Biplob Sarkar

专题命中 医学影像 ：MRI(abstract)

Comments 11 pages, 0 figures, The manuscript will appear as a book chapter in the forthcoming book entitled "Advances in Physical Sciences: Theories, Applications, and Innovations"

PEARLS: NuSTAR and XMM-Newton Extragalactic Survey of the JWST North Ecliptic Pole Time-domain Field III

Ross Silver, Francesca Civano, Xiurui Zhao, Samantha Creech, Christopher N. A. Willmer, S. P. Willner, Rogier A. Windhorst, Haojing Yan, Anton M. Koekemoer, Rosalia O'Brien, Rafael Ortiz, Rolf A. Jansen, W. Peter Maksym, Nico Cappelluti, Francesca Fornasini, Timothy Carleton, Seth H. Cohen, Rachel Honor, Jake Summers, Jordan C. J. D'Silva, Sibasish Laha, Dan Coe, Christopher J. Conselice, Jose M. Diego, Simon P. Driver, Brenda Frye, Norman A. Grogin, Madeline A. Marshall, Nor Pirzkal, Aaron Robotham, Russell E. Ryan

专题命中 医学影像 ：CT(abstract)