医学 AI - arXivDaily 专题

2606.16203 2026-06-26 cs.CV 新提交 87%

DynFS-MoE: Dynamic Functional-Structural Mixture-of-Experts for Post-Traumatic Epilepsy Diagnosis

DynFS-MoE: 用于创伤后癫痫诊断的动态功能-结构混合专家模型

Jun-En Ding, Spencer Chen, Henry Noren, Daniel Valdivia, Christine Yohn, Suhina Patel, Taylor Zink, Hai Sun, Feng Liu

机构 * Department of Systems Engineering, Stevens Institute of Technology（史蒂文斯理工学院系统工程系）； Department of Neurosurgery, Robert Wood Johnson Medical School, Rutgers University（罗格斯大学罗伯特·伍德·约翰逊医学院神经外科）

专题命中诊断辅助：diagnosis(title,abstract)；MRI(summary_cn,abstract_cn)；分类 cs.CV

AI总结提出动态多模态混合专家框架，通过时间感知功能-结构编码和类别条件专家路由，融合功能与结构MRI，在三个二分类任务中优于静态融合基线，并揭示有意义的ROI交互。

2601.07344 2026-01-13 cs.CV cs.AI 87%

PulseMind: A Multi-Modal Medical Model for Real-World Clinical Diagnosis

PulseMind: 一种多模态医学模型用于真实世界临床诊断

Jiao Xu, Junwei Liu, Jiangwei Lao, Qi Zhu, Yunpeng Zhao, Congyun Jin, Shinan Liu, Zhihong Lu, Lihe Zhang, Xin Chen, Jian Wang, Ping Wang

机构 * Ant Group（蚂蚁集团）

专题命中诊断辅助：diagnosis(title,abstract)；medical image(abstract)；pathology(abstract)；radiology(abstract)

AI总结 PulseMind通过整合多模态数据集和定制训练框架，提升真实世界临床诊断的准确性与实用性。

Comments Accepted to AAAI 2026

2607.09788 2026-07-14 cs.CV cs.LG 新提交 87%

MVMGNN;Multi-View Masked Graph Neural Network for Alzheimer's Disease Diagnosis using Structural MRI

MVMGNN；用于基于结构磁共振成像的阿尔茨海默病诊断的多视图掩码图神经网络

Ni Yao, Zhenxu Wang, Danyang Sun, Chuang Han, Yanting Li, Jiaofen Nan, Fubao Zhu, Chen Zhao, Weihua Zhou

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

AI总结针对阿尔茨海默病诊断问题，提出基于结构磁共振成像的多视图掩码图神经网络模型MVMGNN，通过联合节点-边掩码和患者级跨视图门控融合机制，在ADNI数据集实验中表现优异，能识别关键脑区。

2511.18640 2025-11-25 cs.CV cs.AI cs.LG 87%

Health system learning achieves generalist neuroimaging models

健康系统学习实现通用神经影像模型

Akhil Kondepudi, Akshay Rao, Chenhui Zhao, Yiwei Lyu, Samir Harake, Soumyanil Banerjee, Rushikesh Joshi, Anna-Katharina Meissner, Renly Hou, Cheng Jiang, Asadur Chowdury, Ashok Srinivasan, Brian Athey, Vikas Gulani, Aditya Pandey, Honglak Lee, Todd Hollon

机构 * Machine Learning in Neurosurgery Lab University of Michigan（密歇根大学机器学习神经外科实验室）； University of Michigan Computational Medicine and Bioinformatics（密歇根大学计算医学与生物信息学）； University of Michigan Computer Science and Engineering（密歇根大学计算机科学与工程）； University of Michigan Radiology（密歇根大学放射学）

专题命中诊断辅助：medical AI(abstract)；MRI(abstract)；CT(abstract)；pathology(abstract)

AI总结 NeuroVFM通过健康系统学习范式，在临床MRI和CT影像上训练，实现高性能通用神经影像模型，提升放射学诊断和报告生成的准确性与临床实用性。

Comments 53 pages, 4 main figures, 10 extended data figures

2412.17956 2024-12-25 eess.IV cs.CV 87%

Optimization of Convolutional Neural Network Hyperparameter for Medical Image Diagnosis using Metaheuristic Algorithms: A short Recent Review (2019-2022)

Qusay Shihab Hamad, Hussein Samma, Shahrel Azmin Suandi

专题命中诊断辅助：diagnosis(title,abstract)；medical image(title)；分类 cs.CV、eess.IV

Comments its a conference paper; the full proceeding is available online at https://icogoia.utem.edu.my/proceedings.html

2108.02160 2024-12-13 eess.IV cs.CV 87%

MRI to PET Cross-Modality Translation using Globally and Locally Aware GAN (GLA-GAN) for Multi-Modal Diagnosis of Alzheimer's Disease

Apoorva Sikka, Skand Peri, Jitender Singh Virk, Usma Niyaz, Deepti R. Bathula

专题命中诊断辅助：diagnosis(title,abstract)；MRI(title)；分类 cs.CV、eess.IV

Comments 24 pages

2404.00144 2024-04-02 eess.IV cs.CV 87%

An Interpretable Cross-Attentive Multi-modal MRI Fusion Framework for Schizophrenia Diagnosis

Ziyu Zhou, Anton Orlichenko, Gang Qu, Zening Fu, Vince D Calhoun, Zhengming Ding, Yu-Ping Wang

专题命中诊断辅助：diagnosis(title,abstract)；MRI(title)；分类 cs.CV、eess.IV

2210.14611 2023-12-04 cs.CV cs.LG 87%

Automatic Diagnosis of Myocarditis Disease in Cardiac MRI Modality using Deep Transformers and Explainable Artificial Intelligence

Mahboobeh Jafari, Afshin Shoeibi, Navid Ghassemi, Jonathan Heras, Sai Ho Ling, Amin Beheshti, Yu-Dong Zhang, Shui-Hua Wang, Roohallah Alizadehsani, Juan M. Gorriz, U. Rajendra Acharya, Hamid Alinejad Rokny

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

2311.14086 2023-11-27 eess.IV cs.CV cs.LG q-bio.NC 87%

Brain MRI Screening Tool with Federated Learning

Roman Stoklasa, Ioannis Stathopoulos, Efstratios Karavasilis, Efstathios Efstathopoulos, Marek Dostál, Miloš Keřkovský, Michal Kozubek, Luigi Serio

专题命中诊断辅助：MRI(title,abstract)；pathology(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG、q-bio

Comments 5 pages, 2 figures. Submitted to ISBI 2024 conference

2309.00252 2023-09-04 cs.CV cs.LG 87%

Interpretable Medical Imagery Diagnosis with Self-Attentive Transformers: A Review of Explainable AI for Health Care

Tin Lai

专题命中诊断辅助：diagnosis(title,abstract)；medical image(title)；分类 cs.CV、cs.LG

2208.03143 2022-08-08 q-bio.QM 87%

Deep Learning and Health Informatics for Smart Monitoring and Diagnosis

Amin Gasmi

专题命中诊断辅助：diagnosis(title,abstract)；medical image(abstract)；MRI(abstract)；CT(abstract)

2112.00738 2021-12-03 eess.IV cs.LG 87%

Aiding Medical Diagnosis Through the Application of Graph Neural Networks to Functional MRI Scans

Katharina Zühlsdorff, Clayton M. Rabideau

专题命中诊断辅助：diagnosis(title,abstract)；MRI(title)；分类 cs.LG、eess.IV

Comments 5 pages, 1 figure, 1 table

1712.06260 2019-04-15 stat.ML cs.LG 87%

Deep Neural Generative Model of Functional MRI Images for Psychiatric Disorder Diagnosis

Takashi Matsubara, Tetsuo Tashiro, Kuniaki Uehara

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

Comments accepted version, 12 pages

Journal ref IEEE Transactions on Biomedical Engineering, 2019

2512.10966 2026-06-15 cs.LG cs.AI cs.CV eess.IV 版本更新 87%

Interpretable Alzheimer's Diagnosis via Multimodal Fusion of Regional Brain Experts

可解释的阿尔茨海默病诊断：基于区域脑专家的多模态融合

Farica Zhuang, Shu Yang, Dinara Aliyeva, Zixuan Wen, Duy Duong-Tran, Christos Davatzikos, Tianlong Chen, Song Wang, Li Shen

机构 * University of Pennsylvania（宾夕法尼亚大学）； Massachusetts Institute of Technology（麻省理工学院）

专题命中诊断辅助：diagnosis(title,abstract)；MRI(abstract,abstract_cn)；分类 cs.CV、cs.LG、eess.IV

AI总结提出MREF-AD多模态区域专家融合模型，采用混合专家框架将各模态脑区域视为独立专家，通过门控网络学习个性化融合权重，实现可解释的AD诊断。

Comments Published at IEEE ICHI 2026

2409.15087 2025-07-25 eess.IV cs.CV cs.LG 87%

AI Workflow, External Validation, and Development in Eye Disease Diagnosis

Qingyu Chen, Tiarnan D L Keenan, Elvira Agron, Alexis Allot, Emily Guan, Bryant Duong, Amr Elsawy, Benjamin Hou, Cancan Xue, Sanjeeb Bhandari, Geoffrey Broadhead, Chantal Cousineau-Krieger, Ellen Davis, William G Gensheimer, David Grasic, Seema Gupta, Luis Haddock, Eleni Konstantinou, Tania Lamba, Michele Maiberger, Dimosthenis Mantopoulos, Mitul C Mehta, Ayman G Nahri, Mutaz AL-Nawaflh, Arnold Oshinsky, Brittany E Powell, Boonkit Purt, Soo Shin, Hillary Stiefel, Alisa T Thavikulwat, Keith James Wroblewski, Tham Yih Chung, Chui Ming Gemmy Cheung, Ching-Yu Cheng, Emily Y Chew, Michelle R. Hribar, Michael F. Chiang, Zhiyong Lu

专题命中诊断辅助：diagnosis(title,abstract)；medical AI(abstract)；medical image(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments Published in JAMA Network Open, doi:10.1001/jamanetworkopen.2025.17204

Journal ref JAMA Network Open, 2025

2501.10770 2025-01-22 eess.IV cs.AI cs.CV cs.LG 87%

Enhancing Diagnostic in 3D COVID-19 Pneumonia CT-scans through Explainable Uncertainty Bayesian Quantification

Juan Manuel Liscano Fierro, Hector J. Hortua

专题命中诊断辅助：CT(title,abstract)；medical image(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments 61 pages, 16 figures. Comments are welcome

2211.13229 2022-11-28 eess.IV cs.CL cs.CV cs.LG 87%

DeltaNet:Conditional Medical Report Generation for COVID-19 Diagnosis

Xian Wu, Shuxin Yang, Zhaopeng Qiu, Shen Ge, Yangtian Yan, Xingwang Wu, Yefeng Zheng, S. Kevin Zhou, Li Xiao

专题命中诊断辅助：diagnosis(title,abstract)；medical image(abstract)；CT(abstract)；分类 cs.CV、cs.LG、eess.IV

2205.08365 2022-05-18 cs.LG cs.AI cs.CV eess.IV 87%

Deep Supervised Information Bottleneck Hashing for Cross-modal Retrieval based Computer-aided Diagnosis

Yufeng Shi, Shuhuang Chen, Xinge You, Qinmu Peng, Weihua Ou, Yue Zhao

专题命中诊断辅助：diagnosis(title,abstract)；pathology(abstract)；radiology(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments 7 pages, 1 figure

Journal ref The AAAI-22 Workshop on Information Theory for Deep Learning (IT4DL).2022

2012.05509 2021-12-14 eess.IV cs.CV cs.LG 87%

COVID-MTL: Multitask Learning with Shift3D and Random-weighted Loss for Automated Diagnosis and Severity Assessment of COVID-19

Guoqing Bao, Huai Chen, Tongliang Liu, Guanzhong Gong, Yong Yin, Lisheng Wang, Xiuying Wang

专题命中诊断辅助：diagnosis(title,abstract)；CT(abstract)；radiology(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments COVID-19 research; computer vision and pattern recognition; 13 pages, 10 figures and 5 tables

1802.06260 2018-10-15 cs.CV cs.AI cs.LG 87%

A Collaborative Computer Aided Diagnosis (C-CAD) System with Eye-Tracking, Sparse Attentional Model, and Deep Learning

Naji Khosravan, Haydar Celik, Baris Turkbey, Elizabeth Jones, Bradford Wood, Ulas Bagci

专题命中诊断辅助：diagnosis(title)；medical image(abstract,comments)；pathology(abstract)；radiology(abstract)

Comments Submitted to Medical Image Analysis Journal (MedIA)

2603.26764 2026-03-31 cs.CV 86%

Low Dose CT for Stroke Diagnosis: A Dual Pipeline Deep Learning Framework for Portable Neuroimaging

低剂量CT用于中风诊断：一种双管道深度学习框架用于便携式神经影像

Rhea Ghosal, Ronok Ghosal, Eileen Lou

机构 * Westlake High School（西湖高中）； California Institute of Technology（加州理工学院）； Round Rock High School（圆石城高中）

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

AI总结本文提出双管道深度学习框架，用于低剂量CT中风诊断，在不同剂量水平上评估性能，发现直接分类在某些情况下更有效，建立了低剂量CT中风分诊的基准。

Comments 13 pages, 4 figures, 3 tables. Includes dose-level evaluation and robustness stress tests (motion and ring artifacts). Code and dataset based on RSNA Intracranial Hemorrhage Detection

2509.08243 2025-09-11 cs.CV 86%

Symmetry Interactive Transformer with CNN Framework for Diagnosis of Alzheimer's Disease Using Structural MRI

Zheng Yang, Yanteng Zhang, Xupeng Kou, Yang Liu, Chao Ren

机构 * College of Electronics and Information Engineering, Sichuan University, China（四川大学电子信息工程学院）； Tri-Institutional Center for Translational Research in Neuroimaging and Data Science (GSU, Georgia Tech, Emory), Atlanta, USA（跨机构神经影像与数据科学转化研究中心）； College of Information and Electrical Engineering, China Agricultural University, China（中国农业大学信息与电气工程学院）； School of Biomedical Engineering and Imaging Sciences, King's College London, UK（伦敦国王学院生物医学工程与影像科学学院）

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

2003.12443 2020-05-21 physics.med-ph cs.CV eess.IV q-bio.TO 86%

A Computer-Aided Diagnosis System Using Artificial Intelligence for Hip Fractures -Multi-Institutional Joint Development Research-

Yoichi Sato, Yasuhiko Takegami, Takamune Asamoto, Yutaro Ono, Tsugeno Hidetoshi, Ryosuke Goto, Akira Kitamura, Seiwa Honda

专题命中诊断辅助：diagnosis(title,abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV、q-bio、eess.IV

Comments 9 pages, 4 tables, 7 figures. / author's homepage : https://www.fracture-ai.org

1906.11282 2019-07-01 cs.CV physics.med-ph 86%

Developing an App to interpret Chest X-rays to support the diagnosis of respiratory pathology with Artificial Intelligence

Andrew Elkins, Felipe F. Freitas, Veronica Sanz

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

Comments 28 pages, 23 figures

1712.00556 2017-12-05 stat.ML cs.LG 86%

A global feature extraction model for the effective computer aided diagnosis of mild cognitive impairment using structural MRI images

Chen Fang, Panuwat Janwattanapong, Chunfei Li, Malek Adjouadi

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

Comments 4 pages, NIPS ML4H 2017

2507.13993 2026-01-30 eess.IV cs.AI cs.CV 86%

OrthoInsight: Rib Fracture Diagnosis and Report Generation Based on Multi-Modal Large Models

OrthoInsight：基于多模态大模型的肋骨骨折诊断与报告生成

Ningyong Wu, Jiangbo Zhang, Wenhong Zhao, Jinzhi Wang, Chenzhan Yu, Zhigang Xiu, Duwei Dai, Ziyu Xu, Yongli Yang

机构 * Organizational Management Department, School of Management, Xi’an Jiaotong University（管理学院组织管理部，西安交通大学）； West China Longquan Hospital, Sichuan University（四川大学西部临床医学院）； School of Electronic Science and Engineering, Xi’an Jiaotong University（西安交通大学电子科学与工程学院）； Systems Engineering Institute, Xi’an Jiaotong University（西安交通大学系统工程研究院）； Institute of Medical Artificial Intelligence, the Second Affiliated Hospital of Xi’an Jiaotong University（西安交通大学第二附属医院医学人工智能研究所）； School of Human Settlements and Civil Engineering, Xi’an Jiaotong University（西安交通大学人居环境与土木工程学院）； School of Life Science and Technology, Xi’an Jiaotong University（西安交通大学生命科学与技术学院）

专题命中诊断辅助：diagnosis(title,abstract)；medical image(abstract)；CT(abstract)；分类 cs.CV、eess.IV

AI总结 OrthoInsight通过多模态大模型实现肋骨骨折的自动诊断与报告生成，结合CT图像分析与医学知识图谱，提升诊断效率和临床实用性。

2408.04300 2024-08-09 eess.IV cs.CV 86%

An Explainable Non-local Network for COVID-19 Diagnosis

Jingfu Yang, Peng Huang, Jing Hu, Shu Hu, Siwei Lyu, Xin Wang, Jun Guo, Xi Wu

专题命中诊断辅助：diagnosis(title,abstract)；medical image(abstract)；CT(abstract)；分类 cs.CV、eess.IV

2405.03235 2024-05-07 cs.CV cs.LG 86%

Cross-Modal Domain Adaptation in Brain Disease Diagnosis: Maximum Mean Discrepancy-based Convolutional Neural Networks

Xuran Zhu

专题命中诊断辅助：diagnosis(title,abstract)；MRI(abstract)；CT(abstract)；分类 cs.CV、cs.LG

2401.06349 2024-03-01 eess.IV cs.CV 86%

ADAPT: Alzheimer Diagnosis through Adaptive Profiling Transformers

Yifeng Wang, Ke Chen, Haohan Wang

专题命中诊断辅助：diagnosis(title,abstract)；MRI(abstract)；pathology(abstract)；分类 cs.CV、eess.IV

2012.04841 2023-08-22 cs.CV cs.AI cs.LG 86%

One-Vote Veto: Semi-Supervised Learning for Low-Shot Glaucoma Diagnosis

Rui Fan, Christopher Bowd, Nicole Brye, Mark Christopher, Robert N. Weinreb, David Kriegman, Linda M. Zangwill

专题命中诊断辅助：diagnosis(title,abstract)；medical image(abstract)；biomedical(abstract)；分类 cs.CV、cs.LG

Comments accepted by IEEE Transactions on Medical Imaging (T-MI). DOI: 10.1109/TMI.2023.3307689

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