医学 AI

Augment to Augment: Diverse Augmentations Enable Competitive Ultra-Low-Field MRI Enhancement

Felix F Zimmermann

机构 * Physikalisch-Technische Bundesanstalt (PTB)（物理技术联邦机构） 纠错

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

Comments MICCAI 2025 ULF-EnC Challenge

MOSformer: Momentum encoder-based inter-slice fusion transformer for medical image segmentation

De-Xing Huang, Xiao-Hu Zhou, Mei-Jiang Gui, Xiao-Liang Xie, Shi-Qi Liu, Shuang-Yi Wang, Zhen-Qiu Feng, Zhi-Chao Lai, Zeng-Guang Hou

机构 * State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences（多模态人工智能系统国家重点实验室，自动化研究所，中国科学院） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（人工智能学院，中国科学院大学） ； Department of Vascular Surgery, Peking Union Medical College Hospital（血管外科部门，北京协和医科大学医院） 纠错

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

Comments Accepted by Biomimetic Intelligence and Robotics. 13 pages, 9 figures, 8 tables

SAMora: Enhancing SAM through Hierarchical Self-Supervised Pre-Training for Medical Images

Shuhang Chen, Hangjie Yuan, Pengwei Liu, Hanxue Gu, Tao Feng, Dong Ni

机构 * Zhejiang University（浙江大学） ； Duke University（杜克大学） ； Tsinghua University（清华大学） 纠错

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

DualFete: Revisiting Teacher-Student Interactions from a Feedback Perspective for Semi-supervised Medical Image Segmentation

Le Yi, Wei Huang, Lei Zhang, Kefu Zhao, Yan Wang, Zizhou Wang

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

Comments Accepted by Proceedings of the AAAI Conference on Artificial Intelligence 40 (AAAI-26)

RL-U$^2$Net: A Dual-Branch UNet with Reinforcement Learning-Assisted Multimodal Feature Fusion for Accurate 3D Whole-Heart Segmentation

Jierui Qu, Jianchun Zhao

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

Per-Lesion Radiomics Analysis of 68Ga-DOTA FAPI-46 and 18F-FDG PET/CT in Non-Small Cell Lung Cancer: A pilot Study

Setareh Hasanabadi, Maryam Cheraghi, Hossein Behnam Manesh, Mohadeseh Bayat, Mehrdad Bakhshayesh Karam, Andrea Corsi, Yazdan Salimi, Mohammad Saber Azimi, Abtin Doroudinia, Arezu Karami, Hossein Arabi

专题命中 医学影像 ：CT(title,abstract)

ChexFract: From General to Specialized -- Enhancing Fracture Description Generation

Nikolay Nechaev, Evgeniia Przhezdzetskaia, Dmitry Umerenkov, Dmitry V. Dylov

机构 * Artificial Intelligence Research Institute (AIRI)（人工智能研究 institute (AIRI)） 纠错

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

Comments 13 pages, 3 figures

3D-TDA -- Topological feature extraction from 3D images for Alzheimer's disease classification

Faisal Ahmed, Taymaz Akan, Fatih Gelir, Owen T. Carmichael, Elizabeth A. Disbrow, Steven A. Conrad, Mohammad A. N. Bhuiyan

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

Comments 9 pages, 5 figures

Knowledge-Guided Brain Tumor Segmentation via Synchronized Visual-Semantic-Topological Prior Fusion

Mingda Zhang, Kaiwen Pan

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

Comments 37 pages, 6 figures

Graph Contrastive Learning for Connectome Classification

Martín Schmidt, Sara Silva, Federico Larroca, Gonzalo Mateos, Pablo Musé

机构 * CSIC（西班牙国家研究委员会） ； ANII（阿根廷国家科研与创新理事会） 纠错

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

Comments Presented at Asilomar Conference on Signals, Systems, and Computers 2025

Multi-scale Cascaded Foundation Model for Whole-body Organs-at-risk Segmentation

Rui Hao, Dayu Tan, Qiankun Li, Chunhou Zheng, Weimin Zhong, Zhigang Zeng

机构 * School of Artificial Intelligence and Automation, Huazhong University of Science and Technology（人工智能与自动化学院，华中科技大学） ； Institute of Artificial Intelligence, Huazhong University of Science and Technology（人工智能研究院，华中科技大学） ； Hubei Key Laboratory of Brain-Inspired Intelligent Systems, Huazhong University of Science and Technology（湖北省脑启发智能系统重点实验室，华中科技大学） ； Key Laboratory of Image Processing and Intelligent Control (Huazhong University of Science and Technology), Ministry of Education（图像处理与智能控制重点实验室（华中科技大学），教育部） ； Key Laboratory of Intelligent Computing and Signal Processing, Ministry of Education, Anhui University（智能计算与信号处理重点实验室（安徽大学），教育部） ； College of Computing and Data Science (CCDS), Nanyang Technological University（计算与数据科学学院（CCDS），南洋理工大学） ； East China University of Science and Technology（东华大学） 纠错

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

Fluence Map Prediction with Deep Learning: A Transformer-based Approach

Ujunwa Mgboh, Rafi Sultan, Dongxiao Zhu, Joshua Kim

机构 * Wayne State University（韦恩州立大学） ； Henry Ford Health（亨利福特医疗） 纠错

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

Surgical AI Copilot: Energy-Based Fourier Gradient Low-Rank Adaptation for Surgical LLM Agent Reasoning and Planning

Jiayuan Huang, Runlong He, Danyal Zaman Khan, Evangelos B. Mazomenos, Danail Stoyanov, Hani Marcus, Linzhe Jiang, Matthew J Clarkson, Mobarak I. Hoque

专题命中 医学影像 ：MRI(abstract)；分类 cs.CV

Comments 11 pages

Evaluating the Impact of Partial Volume Correction on FDG PET Radiomics Reproducibility in Lymphoma Lesions

Setareh Hasanabadi, Mohammad Saber Azimi, Mehrdad Bakhshayesh Karam, Hossein Arabi

专题命中 医学影像 ：CT(abstract)