医学 AI

Task-Adaptive Low-Dose CT Reconstruction

Necati Sefercioglu, Mehmet Ozan Unal, Metin Ertas, Isa Yildirim

机构 * Department of Data Science and Analytics, Istanbul Technical University（数据科学与分析系，伊斯坦布尔技术大学） ； Department of Electronics and Communication Engineering, Istanbul Technical University（电子与通信工程系，伊斯坦布尔技术大学） 纠错

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

Anatomy-Aware Lymphoma Lesion Detection in Whole-Body PET/CT

Simone Bendazzoli, Antonios Tzortzakakis, Andreas Abrahamsson, Björn Engelbrekt Wahlin, Örjan Smedby, Maria Holstensson, Rodrigo Moreno

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

Spatiotemporal implicit neural representation for unsupervised dynamic MRI reconstruction

Jie Feng, Ruimin Feng, Qing Wu, Zhiyong Zhang, Yuyao Zhang, Hongjiang Wei

机构 * School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China（上海交通大学生物医学工程学院） ； School of Information Science and Technology, ShanghaiTech University, Shanghai, China（上海科技大学信息科学与技术学院） ； iHuman Institute, Shanghaitech University, Shanghai, China（上海科技大学iHuman研究所） 纠错

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

Comments 9 pages, 5 figures; corrected the code availability description for arXiv

X-Diffusion: Generating Detailed 3D MRI Volumes From a Single Image Using Cross-Sectional Diffusion Models

Emmanuelle Bourigault, Abdullah Hamdi, Amir Jamaludin

机构 * Visual Geometry Group, University of Oxford（牛津大学视觉几何组） 纠错

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

Comments accepted at ICCV 2025 GAIA workshop https://era-ai-biomed.github.io/GAIA/ , project website: https://emmanuelleb985.github.io/XDiffusion/

Progressive Growing of Patch Size: Curriculum Learning for Accelerated and Improved Medical Image Segmentation

Stefan M. Fischer, Johannes Kiechle, Laura Daza, Lina Felsner, Richard Osuala, Daniel M. Lang, Karim Lekadir, Jan C. Peeken, Julia A. Schnabel

机构 * School of Computation, Information and Technology, Technical University Munich（技术大学慕尼黑计算、信息与技术学院） ； Department of Radiation Oncology, TUM School of Medicine, TUM University Hospital rechts der Isar, Technical University of Munich（肿瘤放射治疗科，TUM医学院，TUM大学医院rechts der Isar，技术大学慕尼黑） ； Institute of Machine Learning in Biomedical Imaging, Helmholtz Munich（生物医学影像中的机器学习研究所，海德堡慕尼黑） ； Institute of Radiation Medicine, Helmholtz Center Munich（放射医学研究所，海德堡慕尼黑） ； Munich Center of Machine Learning (MCML)（慕尼黑机器学习中心） ； School of Biomedical Engineering and Imaging Sciences, King’s College London（生物医学工程与成像科学学院，伦敦国王学院） ； Departament de Matemàtiques i Informàtica, Barcelona Artificial Intelligence in Medicine Lab (BCN-AIM), Universitat de Barcelona（数学与计算机科学系，巴塞罗那人工智能在医学实验室（BCN-AIM），巴塞罗那大学） 纠错

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

Comments Journal Extension of "Progressive Growing of Patch Size: Resource-Efficient Curriculum Learning for Dense Prediction Tasks" (MICCAI2024) submitted to MedIA

Metadata-Aligned 3D MRI Representations for Contrast Understanding and Quality Control

Mehmet Yigit Avci, Pedro Borges, Virginia Fernandez, Paul Wright, Mehmet Yigitsoy, Sebastien Ourselin, Jorge Cardoso

机构 * School of Biomedical Engineering \& Imaging Sciences, King’s College London, London, UK deepc GmbH, Munich, Germany 纠错

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

DMVFC: Deep Learning Based Functionally Consistent Tractography Fiber Clustering Using Multimodal Diffusion MRI and Functional MRI

Bocheng Guo, Jin Wang, Yijie Li, Junyi Wang, Mingyu Gao, Puming Feng, Yuqian Chen, Jarrett Rushmore, Nikos Makris, Yogesh Rathi, Lauren J O'Donnell, Fan Zhang

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

Comments 14 pages

LV-UNet: A Lightweight and Vanilla Model for Medical Image Segmentation

Juntao Jiang, Mengmeng Wang, Huizhong Tian, Lingbo Cheng, Yong Liu

机构 * College of Control Science and Engineering（控制科学与工程学院） ； Zhejiang University（浙江大学） ； College of Computer Science and Technology（计算机科学与技术学院） ； Zhejiang University of Technology（浙江工业大学） ； The First Clinical Medical College（第一临床医学院） ； Guangdong Medical University（广东医科大学） 纠错

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

Comments Accepted by IEEE BIBM2024 ML4BMI workshop

BRIQA: Balanced Reweighting in Image Quality Assessment of Pediatric Brain MRI

Alya Almsouti, Ainur Khamitova, Darya Taratynova, Mohammad Yaqub

机构 * Mohamed bin Zayed University of Artificial Intelligence (MBZUAI)（穆罕默德·本·扎耶德人工智能大学） 纠错

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

Groupwise Registration with Physics-Informed Test-Time Adaptation on Multi-parametric Cardiac MRI

Xinqi Li, Yi Zhang, Li-Ting Huang, Hsiao-Huang Chang, Thoralf Niendorf, Min-Chi Ku, Qian Tao, Hsin-Jung Yang

机构 * Biomedical Imaging Research Institute, Cedars-Sinai Medical Center, United States Berlin Ultrahigh Field Facility (B.U.F.F.), Max Delbrück Center for Molecular Medicine in the Helmholtz Association (MDC), Germany Department of Imaging Physics, Delft University of Technology, Netherlands TUM School of Computation, Information ； Technology, Technische Universität München, Germany Department of Surgery, Taipei Veterans General Hospital, Taiwan 纠错

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

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

Multitask Multimodal Self-Supervised Learning for Medical Images

Cristian Simionescu

机构 * Department of Computer Science（计算机科学系） ； "Alexandru Ioan Cuza" University（阿莱克桑德鲁·伊奥安·库扎大学） 纠错

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

RWKV-UNet: Improving UNet with Long-Range Cooperation for Effective Medical Image Segmentation

Juntao Jiang, Jiangning Zhang, Weixuan Liu, Muxuan Gao, Xiaobin Hu, Zhucun Xue, Yong Liu, Shuicheng Yan

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

Dynamic-Aware Spatio-temporal Representation Learning for Dynamic MRI Reconstruction

Dayoung Baik, Jaejun Yoo

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

Comments MICCAI2025

Adapting Medical Vision Foundation Models for Volumetric Medical Image Segmentation via Active Learning and Selective Semi-supervised Fine-tuning

Jin Yang, Daniel S. Marcus, Aristeidis Sotiras

机构 * Mallinckrodt Institute of Radiology（马林克罗德放射医学研究所） ； Institute for Informatics, Data Science and Biostatistics（信息学、数据科学与生物统计学研究所） ； Department of Radiology, Perelman School of Medicine（放射科，佩尔曼医学院） ； Center for AI and Data Science for Integrated Diagnostics (AI2D)（集成诊断人工智能与数据科学中心（AI2D）） 纠错

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

Comments 17 pages, 5 figures, 8 tables

Conformal Lesion Segmentation for 3D Medical Images

Binyu Tan, Zhiyuan Wang, Jinhao Duan, Kaidi Xu, Heng Tao Shen, Xiaoshuang Shi, Fumin Shen

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

REACT-KD: Region-Aware Cross-modal Topological Knowledge Distillation for Interpretable Medical Image Classification

Hongzhao Chen, Hexiao Ding, Yufeng Jiang, Jing Lan, Ka Chun Li, Gerald W. Y. Cheng, Nga-Chun Ng, Yao Pu, Jing Cai, Liang-ting Lin, Jung Sun Yoo

机构 * Department of Health Technology and Informatics, Hong Kong Polytechnic University（健康科技与信息技术系，香港理工大学） ； Department of Nuclear Medicine and PET, Hong Kong Sanatorium and Hospital（核医学与PET部门，香港疗养院及医院） 纠错

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

MRI Brain Tumor Detection with Computer Vision

Jack Krolik, Jake Lynn, John Henry Rudden, Dmytro Vremenko

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

Comments 12 pages, 8 figures, final project report for CS4100 (Machine Learning), Northeastern University, April 2024

Rethinking Medical Anomaly Detection in Brain MRI: An Image Quality Assessment Perspective

Zixuan Pan, Jun Xia, Zheyu Yan, Guoyue Xu, Yifan Qin, Xueyang Li, Yawen Wu, Zhenge Jia, Jianxu Chen, Yiyu Shi

机构 * University of Notre Dame, USA（美国诺特大学） ； Shandong University, China（山东大学） 纠错

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

Comments Accepted by BIBM 2025. 6 pages, 4 figures

Rewiring Development in Brain Segmentation: Leveraging Adult Brain Priors for Enhancing Infant MRI Segmentation

Alemu Sisay Nigru, Michele Svanera, Austin Dibble, Connor Dalby, Mattia Savardi, Sergio Benini

机构 * Department of Information Engineering University of Brescia (Italy)（信息工程系，布雷西亚大学） ； School of Psychology & Neuroscience University of Glasgow (UK)（心理学与神经科学学院，格拉斯哥大学） ； Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health University of Brescia (Italy)（医学与外科专科、放射科学与公共卫生系，布雷西亚大学） 纠错

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

SAM2-3dMed: Empowering SAM2 for 3D Medical Image Segmentation

Yeqing Yang, Le Xu, Lixia Tian

机构 * Beijing Jiaotong University（北京交通大学） 纠错

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

Progressive Uncertainty-Guided Evidential U-KAN for Trustworthy Medical Image Segmentation

Zhen Yang, Yansong Ma, Lei Chen

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

A Total Variation Regularized Framework for Epilepsy-Related MRI Image Segmentation

Mehdi Rabiee, Sergio Greco, Reza Shahbazian, Irina Trubitsyna

机构 * Department of Computer Engineering, Modeling, Electronics and Systems (DIMES), University of Calabria, Rende 87036, Italy（计算机工程、建模、电子与系统系（DIMES），卡拉布里亚大学，Rende 87036，意大利） 纠错

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

A weakly-supervised deep learning model for fast localisation and delineation of the skeleton, internal organs, and spinal canal on Whole-Body Diffusion-Weighted MRI (WB-DWI)

A. Candito, A. Dragan, R. Holbrey, A. Ribeiro, R. Donners, C. Messiou, N. Tunariu, D. -M. Koh, M. D. Blackledge

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

Fast Witness Persistence for MRI Volumes via Hybrid Landmarking

Jorge Leonardo Ruiz Williams

机构 * Jorge Ruiz Williams（独立研究者） 纠错

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

The method of the approximate inverse for limited-angle CT

Bernadette Hahn, Gael Rigaud, Richard Schmähl

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

AI-Assisted Pleural Effusion Volume Estimation from Contrast-Enhanced CT Images

Sanhita Basu, Tomas Fröding, Ali Teymur Kahraman, Dimitris Toumpanakis, Tobias Sjöblom

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

Wave-GMS: Lightweight Multi-Scale Generative Model for Medical Image Segmentation

Talha Ahmed, Nehal Ahmed Shaikh, Hassan Mohy-ud-Din

机构 * School of Science and Engineering, Lahore University of Management Sciences, Lahore, Pakistan（科学与工程学院，拉合尔管理科学大学，巴基斯坦拉合尔） 纠错

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

Comments 5 pages, 1 figure, 4 tables; Submitted to IEEE Conference for possible publication

Swap-Net: A Memory-Efficient 2.5D Network for Sparse-View 3D Cone Beam CT Reconstruction

Xiaojian Xu, Marc Klasky, Michael T. McCann, Jason Hu, Jeffrey A. Fessler

机构 * Department of Electrical Engineering & Computer Science, University of Michigan（电气工程与计算机科学系，密歇根大学） ； Theoretical Division, Los Alamos National Laboratory（洛斯阿拉莫斯国家实验室理论部） 纠错

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

Journal ref IEEE Transactions on Computational Imaging, vol. 11, pp. 872-887, 2025

MIAFEx: An Attention-based Feature Extraction Method for Medical Image Classification

Oscar Ramos-Soto, Jorge Ramos-Frutos, Ezequiel Perez-Zarate, Diego Oliva, Sandra E. Balderas-Mata

机构 * School of Computer Science and Technology, Zhejiang Gongshang University（计算机科学与技术学院，浙江工商大学） 纠错

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

Comments This is the preprint version of an article that has been accepted for publication in Knowledge-Based Systems