医学 AI

BreastSegNet: Multi-label Segmentation of Breast MRI

Qihang Li, Jichen Yang, Yaqian Chen, Yuwen Chen, Hanxue Gu, Lars J. Grimm, Maciej A. Mazurowski

机构 * Department of Biostatistics \& Bioinformatics, Duke University Department of Electrical ； Computer Engineering, Duke University Department of Radiology, Duke University Medical Center Department of Computer Science, Duke University 纠错

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

Journal ref Medical Image Computing and Computer Assisted Intervention, MICCAI, 2025

Style Content Decomposition-based Data Augmentation for Domain Generalizable Medical Image Segmentation

Zhiqiang Shen, Peng Cao, Jinzhu Yang, Osmar R. Zaiane, Zhaolin Chen

机构 * School of Computer Science and Engineering, Northeastern University, Shenyang, China（东北大学计算机科学与工程学院） ； Key Laboratory of Intelligent Computing in Medical Image, Ministry of Education, Northeastern University, Shenyang, China（教育部智能医学图像关键实验室） ； Alberta Machine Intelligence Institute, University of Alberta, Edmonton, Canada（阿尔伯塔大学阿尔伯塔机器智能研究所） ； Department of Data Science & AI, Faculty of Information Technology, Monash University, Melbourne, Australia（墨尔本大学数据科学与人工智能系） ； Monash Biomedical Imaging, Monash University, Melbourne, Australia（墨尔本大学生物医学成像中心） 纠错

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

MaskMed: Decoupled Mask and Class Prediction for Medical Image Segmentation

MaskMed: 解耦的掩码与类别预测用于医学图像分割

Bin Xie, Gady Agam

机构 * Department of Computer Science, Illinois Institute of Technology, USA（计算机科学系，伊利诺伊理工大学） 纠错

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

AI总结 MaskMed通过解耦的掩码与类别预测方法，实现了医学图像分割的高效全尺度融合，提升了分割性能。

Self Pre-training with Topology- and Spatiality-aware Masked Autoencoders for 3D Medical Image Segmentation

Pengfei Gu, Huimin Li, Yejia Zhang, Chaoli Wang, Danny Z. Chen

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

A Denoising Framework for Real-World Ultra-Low-Dose Lung CT Images Based on an Image Purification Strategy

Guoliang Gong, Man Yu

机构 * Tianjin University of Science and Technology（天津科技大学） ； Department of Radiology, Tianjin Hospital（天津医院放射科） 纠错

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

Breast density in MRI: an AI-based quantification and relationship to assessment in mammography

Yaqian Chen, Lin Li, Hanxue Gu, Haoyu Dong, Derek L. Nguyen, Allan D. Kirk, Maciej A. Mazurowski, E. Shelley Hwang

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

Comments 13 pages, 5 figures

Journal ref npj Breast Cancer 11, 115 (2025)

WaveFuse-AL: Cyclical and Performance-Adaptive Multi-Strategy Active Learning for Medical Images

Nishchala Thakur, Swati Kochhar, Deepti R. Bathula, Sukrit Gupta

机构 * Department of Computer Science \& Engineering, Indian Institute of Technology Ropar, India Department of Biomedical Engineering, Indian Institute of Technology Ropar, India 纠错

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

Anatomical Foundation Models for Brain MRIs

Carlo Alberto Barbano, Matteo Brunello, Benoit Dufumier, Marco Grangetto

机构 * University of Turin（都灵大学） 纠错

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

Comments Updated version; added ablation study

When CNNs Outperform Transformers and Mambas: Revisiting Deep Architectures for Dental Caries Segmentation

Aashish Ghimire, Jun Zeng, Roshan Paudel, Nikhil Kumar Tomar, Deepak Ranjan Nayak, Harshith Reddy Nalla, Vivek Jha, Glenda Reynolds, Debesh Jha

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

Comments 8 pages, 4 figures

DCL-SE: Dynamic Curriculum Learning for Spatiotemporal Encoding of Brain Imaging

Meihua Zhou, Xinyu Tong, Jiarui Zhao, Min Cheng, Li Yang, Lei Tian, Nan Wan

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Capital Medical University（首都医科大学） ； Beijing Tongren Hospital（北京同仁医院） ； Beijing Institute of Ophthalmology（北京眼科研究所） ； Wannan Medical University（皖南医学院） 纠错

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

Fully Differentiable dMRI Streamline Propagation in PyTorch

Jongyeon Yoon, Elyssa M. McMaster, Michael E. Kim, Gaurav Rudravaram, Kurt G. Schilling, Bennett A. Landman, Daniel Moyer

机构 * Vanderbilt University（范德比尔特大学） ； Vanderbilt University Institute of Imaging Science（范德比尔特大学影像科学研究所） 纠错

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

Comments 9 pages, 4 figures. Accepted to SPIE Medical Imaging 2026: Image Processing

Integrating Causal Inference with Graph Neural Networks for Alzheimer's Disease Analysis

Pranay Kumar Peddi, Dhrubajyoti Ghosh

机构 * Kennesaw State University（凯斯韦尔州立大学） 纠错

专题命中 医学影像 ：MRI(abstract)；分类 cs.LG

Clinical Validation and Prospective Deployment of an Automated Deep Learning-Based Coronary Segmentation and Cardiac Toxicity Risk Prediction System

Christian V. Guthier, Christopher E Kehayias, Cosmin Ciausu, Jordan O. Gasho, John He, Maria Oorloff, Samuel C. Zhang, Danielle S. Bitterman, Jeremy S. Bredfeldt, Kelly Fitzgerald, Benjamin H. Kann, David E. Kozono, Jennifer Steers, Marion Tonneau, Anju Nohria, Hugo J. W. L. Aerts, Katelyn M. Atkins, Raymond H. Mak

专题命中 医学影像 ：CT(abstract)