医学 AI

Enhancing Reconstruction-Based Out-of-Distribution Detection in Brain MRI with Model and Metric Ensembles

Evi M. C. Huijben, Sina Amirrajab, Josien P. W. Pluim

机构 * Eindhoven University of Technology（埃因霍温理工大学） ； The D-Lab（D实验室） ； Maastricht University（马斯特里赫特大学） 纠错

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

Brain age identification from diffusion MRI synergistically predicts neurodegenerative disease

Chenyu Gao, Michael E. Kim, Karthik Ramadass, Praitayini Kanakaraj, Aravind R. Krishnan, Adam M. Saunders, Nancy R. Newlin, Ho Hin Lee, Qi Yang, Warren D. Taylor, Brian D. Boyd, Lori L. Beason-Held, Susan M. Resnick, Lisa L. Barnes, David A. Bennett, Marilyn S. Albert, Katherine D. Van Schaik, Derek B. Archer, Timothy J. Hohman, Angela L. Jefferson, Ivana Išgum, Daniel Moyer, Yuankai Huo, Kurt G. Schilling, Lianrui Zuo, Shunxing Bao, Nazirah Mohd Khairi, Zhiyuan Li, Christos Davatzikos, Bennett A. Landman

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

Comments Accepted to Imaging Neuroscience

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)

FunKAN: Functional Kolmogorov-Arnold Network for Medical Image Enhancement and Segmentation

Maksim Penkin, Andrey Krylov

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

Comments 9 pages, 5 figures, submitted to the Fortieth AAAI Conference on Artificial Intelligence (AAAI-26)

Improving Generalizability of Kolmogorov-Arnold Networks via Error-Correcting Output Codes

Youngjoon Lee, Jinu Gong, Joonhyuk Kang

机构 * School of Electrical Engineering, KAIST, South Korea（韩国国立首尔大学电子工程学院） ； Department of Applied AI, Hansung University, South Korea（韩国翰 Sung大学应用人工智能系） 纠错

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

Comments Accepted to IEEE BioCAS 2025

Consistent View Alignment Improves Foundation Models for 3D Medical Image Segmentation

Puru Vaish, Felix Meister, Tobias Heimann, Christoph Brune, Jelmer M. Wolterink

机构 * Department of Applied Mathematics, Technical Medical Centre, University of Twente（代尔夫特理工大学应用数学系） ； Digital Technology and Innovation, Siemens Healthineers, Erlangen, Germany（西门子医疗创新部，埃尔朗根，德国） 纠错

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

Comments MICCAI 2025: 1st Place in Transformer track and 2nd Place in Convolution track of SSL3D-OpenMind challenge

Prediction and Causality of functional MRI and synthetic signal using a Zero-Shot Time-Series Foundation Model

Alessandro Crimi, Andrea Brovelli

机构 * AGH University of Krakow, Poland（克拉科夫AGH大学） ； Institut de Neurosciences de la Timone UMR 7289, Aix Marseille Université, CNRS, 13005, Marseille, France（里莫内神经科学研究所） 纠错

专题命中 医学影像 ：MRI(title)；分类 cs.LG

SAMIR, an efficient registration framework via robust feature learning from SAM

Yue He, Min Liu, Qinghao Liu, Jiazheng Wang, Yaonan Wang, Hang Zhang, Xiang Chen

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

Generative AI Pipeline for Interactive Prompt-driven 2D-to-3D Vascular Reconstruction for Fontan Geometries from Contrast-Enhanced X-Ray Fluoroscopy Imaging

Prahlad G Menon

机构 * University of Pittsburgh（匹兹堡大学） ； The American Association for Thoracic Surgery (AATS)（美国胸外科医师协会） 纠错

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

LamiGauss: Pitching Radiative Gaussian for Sparse-View X-ray Laminography Reconstruction

Chu Chen, Ander Biguri, Jean-Michel Morel, Raymond H. Chan, Carola-Bibiane Schönlieb, Jizhou Li

机构 * Department of Mathematics, City University of Hong Kong（香港城市大学数学系） ； Department of Applied Mathematics and Theoretical Physics, University of Cambridge（剑桥大学应用数学与理论物理系） ； School of Data Science, Lingnan University（岭南大学数据科学学院） ； Department of Operations and Risk Management, Lingnan University（岭南大学运营与风险管理系） ； Department of Electronic Engineering, The Chinese University of Hong Kong（香港中文大学电子工程系） 纠错

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

MEGANet-W: A Wavelet-Driven Edge-Guided Attention Framework for Weak Boundary Polyp Detection

Zhe Yee Tan, Ashwaq Qasem

机构 * School of Artificial Intelligence and Robotics (SAIR)（人工智能与机器人学院（SAIR）） ； Xiamen University Malaysia（马来西亚厦门大学） 纠错

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

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

Leveraging Support Vector Regression, Radiomics and Dosiomics for Outcome Prediction in Personalized Ultra-fractionated Stereotactic Adaptive Radiotherapy (PULSAR)

Yajun Yu, Steve Jiang, Robert Timmerman, Hao Peng

专题命中 医学影像 ：MRI(abstract)；分类 cs.LG

Prognosis of COVID-19 using Artificial Intelligence: A Systematic Review and Meta-analysis

SaeedReza Motamedian, Sadra Mohaghegh, Elham Babadi Oregani, Mahrsa Amjadi, Parnian Shobeiri, Negin Cheraghi, Niusha Solouki, Nikoo Ahmadi, Hossein Mohammad-Rahimi, Yassine Bouchareb, Arman Rahmim

专题命中 医学影像 ：CT(abstract)；分类 cs.LG