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)

Large Language Model Benchmarks in Medical Tasks

Lawrence K. Q. Yan, Qian Niu, Ming Li, Yichao Zhang, Caitlyn Heqi Yin, Cheng Fei, Benji Peng, Ziqian Bi, Pohsun Feng, Keyu Chen, Tianyang Wang, Yunze Wang, Silin Chen, Ming Liu, Junyu Liu, Xinyuan Song, Riyang Bao, Zekun Jiang, Ziyuan Qin

机构 * Hong Kong University of Science and Technology（香港科技大学） ； Kyoto University（京都大学） ； Georgia Institute of Technology（佐治亚理工学院） ； The University of Texas at Dallas（德克萨斯大学达拉斯分校） ； University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； Cornell University（康奈尔大学） ； Indiana University（印第安纳大学） ； National Taiwan Normal University（台湾师范大学） ； University of Liverpool（利物浦大学） ； University of Edinburgh（爱丁堡大学） ； Zhejiang University（浙江大学） ； Purdue University（普渡大学） ； Emory University（埃默里大学） ； West China Biomedical Big Data Center, West China Hospital, Sichuan University（西京生物大数据中心，西京医院，四川大学） 纠错

专题命中 临床大模型 ：medical image(abstract)；diagnosis(abstract)

Comments 25 pages, 5 tables

Adaptive EEG-based stroke diagnosis with a GRU-TCN classifier and deep Q-learning thresholding

Shakeel Abdulkareem, Bora Yimenicioglu, Khartik Uppalapati, Aneesh Gudipati, Adan Eftekhari, Saleh Yassin

机构 * George Mason University（乔治·马歇尔大学） ； Raregen Youth Network（Raregen青年网络） ； Translational Medical Research Department（转化医学研究部） ； Harvard University（哈佛大学） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)；radiology(abstract)；分类 cs.LG

Comments 10 pages, 6 figures. Equal contribution: Shakeel Abdulkareem and Bora Yimenicioglu. Compiled with pdfLaTeX (wlscirep class)

Open-Set Fault Diagnosis in Multimode Processes via Fine-Grained Deep Feature Representation

Guangqiang Li, M. Amine Atoui, Xiangshun Li

机构 * School of Automation（自动化学院） ； The School of Information Technology（信息科技学院） ； Wuhan University of Technology（武汉理工大学） ； Halmstad University（哈尔姆斯塔德大学） 纠错

专题命中 诊断辅助 ：diagnosis(title,abstract)；分类 cs.LG

Comments 34 pages, 12 figures

GAITGen: Disentangled Motion-Pathology Impaired Gait Generative Model -- Bringing Motion Generation to the Clinical Domain

Vida Adeli, Soroush Mehraban, Majid Mirmehdi, Alan Whone, Benjamin Filtjens, Amirhossein Dadashzadeh, Alfonso Fasano, Andrea Iaboni, Babak Taati

专题命中 病理影像 ：pathology(title,abstract)；diagnosis(abstract)；分类 cs.CV

Comments Accepted at the IEEE/CVF winter conference on applications of computer vision (WACV 2026)

Retrieval-Augmented Generation of Pediatric Speech-Language Pathology vignettes: A Proof-of-Concept Study

Yilan Liu

机构 * University of Redlands, Department of Communication Sciences and Disorders, Truesdail Clinic Center（红lands大学，沟通科学与障碍系，Truesdail诊所中心） 纠错

专题命中 病理影像 ：pathology(title,abstract)

Comments 37 pages, 3 figures

SENCA-st: Integrating Spatial Transcriptomics and Histopathology with Cross Attention Shared Encoder for Region Identification in Cancer Pathology

Shanaka Liyanaarachchi, Chathurya Wijethunga, Shihab Aaqil Ahamed, Akthas Absar, Ranga Rodrigo

机构 * Dept. of Electronic and Telecommunication Engineering, University of Moratuwa（电子与电信工程系，穆塔瓦大学） 纠错

专题命中 病理影像 ：pathology(title)；分类 cs.CV、cs.LG

Comments Accepted at WACV 2026

Classifying Histopathologic Glioblastoma Sub-regions with EfficientNet

Sanyukta Adap, Ujjwal Baid, Spyridon Bakas

机构 * Division of Computational Pathology, Department of Pathology \& Laboratory Medicine, Indiana University School of Medicine, Indianapolis, IN, USA Indiana University Melvin ； Bren Simon Comprehensive Cancer Center, Indianapolis, IN, USA Department of Radiology \& Imaging Sciences, Indiana University School of Medicine, Indianapolis, IN, USA Department of Biostatistics \& Health Data Science, Indiana University School of Medicine, Indianapolis, IN, USA Department of Neurological Surgery, Indiana University School of Medicine, Indianapolis, IN, USA Department of Computer Science, Luddy School of Informatics, Computing ； Engineering, Indiana University, Indianapolis, IN, USA Corresponding authors: , , Equal senior authors 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV、cs.LG

LBMamba: Locally Bi-directional Mamba

Jingwei Zhang, Xi Han, Hong Qin, Mahdi S. Hosseini, Dimitris Samaras

机构 * Department of Computer Science, Stony Brook University（石溪大学计算机科学系） ； Concordia University（康科迪亚大学） ； Mila–Quebec AI Institute（魁北克AI研究所） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments Accepted to TMLR

PET2Rep: Towards Vision-Language Model-Drived Automated Radiology Report Generation for Positron Emission Tomography

Yichi Zhang, Wenbo Zhang, Zehui Ling, Gang Feng, Sisi Peng, Deshu Chen, Yuchen Liu, Hongwei Zhang, Shuqi Wang, Lanlan Li, Limei Han, Yuan Cheng, Zixin Hu, Yuan Qi, Le Xue

专题命中 医疗多模态 ：radiology(title,abstract)；分类 cs.CV、eess.IV

Comments Accepted by AAAI 2026

BioVerge: A Comprehensive Benchmark and Study of Self-Evaluating Agents for Biomedical Hypothesis Generation

Fuyi Yang, Chenchen Ye, Mingyu Derek Ma, Yijia Xiao, Matthew Yang, Wei Wang

机构 * University of California, Los Angeles（加州大学洛杉矶分校） 纠错

专题命中 生物医学文本 ：biomedical(title,abstract)

A Lightweight CNN-Attention-BiLSTM Architecture for Multi-Class Arrhythmia Classification on Standard and Wearable ECGs

Vamsikrishna Thota, Hardik Prajapati, Yuvraj Joshi, Shubhangi Rathi

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG

BronchOpt : Vision-Based Pose Optimization with Fine-Tuned Foundation Models for Accurate Bronchoscopy Navigation

Hongchao Shu, Roger D. Soberanis-Mukul, Jiru Xu, Hao Ding, Morgan Ringel, Mali Shen, Saif Iftekar Sayed, Hedyeh Rafii-Tari, Mathias Unberath

机构 * Johnson & Johnson MedTech（强生医疗科技） 纠错

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.CV

A metrological framework for uncertainty evaluation in machine learning classification models

Samuel Bilson, Maurice Cox, Anna Pustogvar, Andrew Thompson

机构 * National Physical Laboratory, Teddington, UK（英国国家物理实验室） ； Department of Data Science（数据科学系） ； University of Leicester（莱斯特大学） ； School of Geography, Geology & the Environment（地理、地质与环境学院） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)；分类 cs.LG

Comments 51 pages, 5 figures