医学 AI

A Federated Learning Framework for Handling Subtype Confounding and Heterogeneity in Large-Scale Neuroimaging Diagnosis

Xinglin Zhao, Yanwen Wang, Xiaobo Liu, Yanrong Hao, Rui Cao, Xin Wen

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

An Interpretable Multi-Plane Fusion Framework With Kolmogorov-Arnold Network Guided Attention Enhancement for Alzheimer's Disease Diagnosis

Xiaoxiao Yang, Meiliang Liu, Yunfang Xu, Zijin Li, Zhengye Si, Xinyue Yang, Zhiwen Zhao

机构 * School of Artificial Intelligence, Beijing Normal University（人工智能学院，北京师范大学） 纠错

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

mCardiacDx: Radar-Driven Contactless Monitoring and Diagnosis of Arrhythmia

Arjun Kumar, Noppanat Wadlom, Jaeheon Kwak, Si-Hyuck Kang, Insik Shin

机构 * Seoul National University Bundang Hospital（首尔国立大学医院） 纠错

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

Comments 15 pages, 27 images

CLIMD: A Curriculum Learning Framework for Imbalanced Multimodal Diagnosis

Kai Han, Chongwen Lyu, Lele Ma, Chengxuan Qian, Siqi Ma, Zheng Pang, Jun Chen, Zhe Liu

机构 * School of Computer Science ； Telecommunication Engineering, \ University, China 纠错

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

Comments MICCAI 2025 Early Accept

FedCD: A Fairness-aware Federated Cognitive Diagnosis Framework

Shangshang Yang, Jialin Han, Xiaoshan Yu, Ziwen Wang, Hao Jiang, Haiping Ma, Xingyi Zhang, Geyong Min

机构 * Anhui University（安徽大学） ； University of Exeter（埃克塞特大学） 纠错

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

Comments 25 pages, 5 figures

Privacy-Preserving AI for Encrypted Medical Imaging: A Framework for Secure Diagnosis and Learning

Abdullah Al Siam, Sadequzzaman Shohan

机构 * Daffodil International University（达福国际大学） 纠错

专题命中 诊断辅助 ：diagnosis(title)；medical image(abstract)；分类 eess.IV

Attention-Based Multiscale Temporal Fusion Network for Uncertain-Mode Fault Diagnosis in Multimode Processes

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（哈马碧大学） 纠错

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

Comments 32 pages,11 figures

Journal ref Process. Saf. Environ. Prot., vol. 201, p. 107554, 2025

Explainable Artificial Intelligence based Soft Evaluation Indicator for Arc Fault Diagnosis

Qianchao Wang, Yuxuan Ding, Chuanzhen Jia, Zhe Li, Yaping Du

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

Benchmarking of EEG Analysis Techniques for Parkinson's Disease Diagnosis: A Comparison between Traditional ML Methods and Foundation DL Methods

Danilo Avola, Andrea Bernardini, Giancarlo Crocetti, Andrea Ladogana, Mario Lezoche, Maurizio Mancini, Daniele Pannone, Amedeo Ranaldi

机构 * Department of Computer Science, Sapienza University of Rome（罗马大学计算机科学系） ； Fondazione Ugo Bordoni（乌戈·博尔迪尼基金会） ； Department of Computer Science and Mathematics, The L. H. and W. L. Collins College of Professional Studies, St. John’s University（圣约翰大学计算机科学与数学系） ； University of Lorraine, CNRS, CRAN Nancy（洛林大学，CNRS，Nancy CRAN） 纠错

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

Fault detection and diagnosis for the engine electrical system of a space launcher based on a temporal convolutional autoencoder and calibrated classifiers

Luis Basora, Louison Bocquet-Nouaille, Elinirina Robinson, Serge Le Gonidec

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

Comments 53 pages, 16 figures

Generative Cognitive Diagnosis

Jiatong Li, Qi Liu, Mengxiao Zhu

机构 * University of Science and Technology of China（中国科学技术大学） 纠错

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

Comments Preprint; 15 pages, 12 figures

Robust Incomplete-Modality Alignment for Ophthalmic Disease Grading and Diagnosis via Labeled Optimal Transport

Qinkai Yu, Jianyang Xie, Yitian Zhao, Cheng Chen, Lijun Zhang, Liming Chen, Jun Cheng, Lu Liu, Yalin Zheng, Yanda Meng

机构 * University of Exeter（埃克塞特大学） ； University of Liverpool（利物浦大学） ； Chinese Academy of Sciences（中国科学院） ； The University of Hong Kong（香港大学） ； Institute of Software, Chinese Academy of Sciences（中国科学院软件研究所） ； Dalian University of Technology（大连理工大学） ； A*STAR 纠错

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

Comments MICCAI 2025

Cech Complex Generation with Homotopy Equivalence Framework for Myocardial Infarction Diagnosis using Electrocardiogram Signals

Srikireddy Dhanunjay Reddy, Pujayita Deb, Tharun Kumar Reddy Bollu

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

Journal ref IEEE Signal Processing Letters, 2025

Development of an Improved Capsule-Yolo Network for Automatic Tomato Plant Disease Early Detection and Diagnosis

Idris Ochijenu, Monday Abutu Idakwo, Sani Felix

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

Journal ref ATBU Journal of Science, Technology and Education, 13(1), 189-200 (2025)

MReg: A Novel Regression Model with MoE-based Video Feature Mining for Mitral Regurgitation Diagnosis

Zhe Liu, Yuhao Huang, Lian Liu, Chengrui Zhang, Haotian Lin, Tong Han, Zhiyuan Zhu, Yanlin Chen, Yuerui Chen, Dong Ni, Zhongshan Gou, Xin Yang

机构 * National-Regional Key Technology Engineering Laboratory for Medical Ultrasound（医学超声关键技术研发实验室） ； School of Biomedical Engineering, Medical School（生物医学工程学院） ； Shenzhen University（深圳大学） ； Medical Ultrasound Image Computing (MUSIC) Lab（医学超声图像计算（MUSIC）实验室） ； Shenzhen RayShape Medical Technology Co., Ltd（深圳RayShape医疗科技有限公司） ； School of Physics and Astronomy（物理与天文学学院） ； The University of Edinburgh（爱丁堡大学） ； School of Future Technology（未来技术学院） ； South China University of Technology（华南理工大学） ； Center for Cardiovascular Disease（心血管疾病中心） ； The Affiliated Suzhou Hospital of Nanjing Medical University（南京医科大学附属苏州医院） 纠错

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

Comments 10 pages, 5 figures, accepted by MICCAI 2025

Second Opinion Matters: Towards Adaptive Clinical AI via the Consensus of Expert Model Ensemble

Amit Kumthekar, Zion Tilley, Henry Duong, Bhargav Patel, Michael Magnoli, Ahmed Omar, Ahmed Nasser, Chaitanya Gharpure, Yevgen Reztzov

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

Comments 23 pages, 11 figures

Toward End-to-End Bearing Fault Diagnosis for Industrial Scenarios with Spiking Neural Networks

Lin Zuo, Yongqi Ding, Mengmeng Jing, Kunshan Yang, Biao Chen, Yunqian Yu

机构 * School of Information and Software Engineering（信息与软件工程学院） 纠错

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

Comments Accepted by KDD2025

Data Driven Diagnosis for Large Cyber-Physical-Systems with Minimal Prior Information

Henrik Sebastian Steude, Alexander Diedrich, Ingo Pill, Lukas Moddemann, Daniel Vranješ, Oliver Niggemann

机构 * Institute of Automation Technology, Helmut Schmidt University（自动化技术研究所，海姆斯贝格大学） ； Institute of Software Technology, Graz University of Technology（软件技术研究所，格拉茨技术大学） 纠错

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

RmGPT: A Foundation Model with Generative Pre-trained Transformer for Fault Diagnosis and Prognosis in Rotating Machinery

Yilin Wang, Yifei Yu, Kong Sun, Peixuan Lei, Yuxuan Zhang, Enrico Zio, Aiguo Xia, Yuanxiang Li

机构 * School of Aeronautics and Astronautics, Shanghai Jiao Tong University（航空宇航学院，上海交通大学） ； Shanghai Innovation Institute（上海创新研究院） ； MINES Paris-PSL University（巴黎-里昂商学院） ； Energy Department, Politecnico di Milano（能源部门，米兰理工学院） ； Beijing Aeronautical Technology Research Center（北京航空航天科技研究所） 纠错

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

Comments This paper has been accepted for publication in the IEEE Internet of Things Journal (IoT-J). The final version may differ slightly due to editorial revisions. Please cite the journal version when available

Triple-Stream Deep Feature Selection with Metaheuristic Optimization and Machine Learning for Multi-Stage Hypertensive Retinopathy Diagnosis

Suleyman Burcin Suyun, Mustafa Yurdakul, Sakir Tasdemir, Serkan Bilic

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

Can Hessian-Based Insights Support Fault Diagnosis in Attention-based Models?

Sigma Jahan, Mohammad Masudur Rahman

机构 * Dalhousie University（达尔豪斯大学） 纠错

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

Hybrid Vision Transformer-Mamba Framework for Autism Diagnosis via Eye-Tracking Analysis

Wafaa Kasri, Yassine Himeur, Abigail Copiaco, Wathiq Mansoor, Ammar Albanna, Valsamma Eapen

机构 * Faculty of Science and Technology, Tissemsilt University（科技与技术学院，蒂塞姆西尔大学） ； College of Engineering and Information Technology University of Dubai（工程与信息科技学院，迪拜大学） ； College of Medicine and Health Sciences, Mohammed Bin Rashid University Dubai, UAE（医学与健康科学学院，迪拜穆罕默德·本·拉希德大学） ； School of Clinical Medicine University of New South Wales, Australia（临床医学学院，新南威尔士大学） 纠错

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

Comments 7 pages, 4 figures and 2 tables

Bi-Residual Neural Network based Synchronous Motor Electrical Faults Diagnosis: Intra-link Layer Design for High-frequency Features

Qianchao Wang, Leena Heistrene, Yoash Levron, Yuxuan Ding, Yaping Du

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

Reverse-Speech-Finder: A Neural Network Backtracking Architecture for Generating Alzheimer's Disease Speech Samples and Improving Diagnosis Performance

Victor OK Li, Yang Han, Jacqueline CK Lam, Lawrence YL Cheung

机构 * The University of Hong Kong（香港大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

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

Decoding Rarity: Large Language Models in the Diagnosis of Rare Diseases

Valentina Carbonari, Pierangelo Veltri, Pietro Hiram Guzzi

机构 * University of Catanzaro（卡塔尼扎罗大学） ； University of Calabria（卡拉布里亚大学） 纠错

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

Feature-Weighted MMD-CORAL for Domain Adaptation in Power Transformer Fault Diagnosis

Hootan Mahmoodiyan, Maryam Ahang, Mostafa Abbasi, Homayoun Najjaran

机构 * Faculty of Engineering and Computer Science（工程与计算机科学学院） ； University of Victoria（维多利亚大学） 纠错

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

Early Diagnosis of Atrial Fibrillation Recurrence: A Large Tabular Model Approach with Structured and Unstructured Clinical Data

Ane G. Domingo-Aldama, Marcos Merino Prado, Alain García Olea, Koldo Gojenola Galletebeitia, Josu Goikoetxea Salutregi, Aitziber Atutxa Salazar

机构 * University of the Basque Country（巴斯克大学） ； Basurto University Hospital（巴斯克大学医院） 纠错

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

ImputeINR: Time Series Imputation via Implicit Neural Representations for Disease Diagnosis with Missing Data

Mengxuan Li, Ke Liu, Jialong Guo, Jiajun Bu, Hongwei Wang, Haishuai Wang

机构 * Zhejiang Key Laboratory of Accessible Perception and Intelligent Systems, College of Computer Science, Zhejiang University（浙江可感知与智能系统重点实验室，计算机科学学院，浙江大学） ； The Zhejiang University-University of Illinois Urbana-Champaign Institute（浙江大学-伊利诺伊大学厄巴纳-香槟分校联合研究所） 纠错

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

Comments Accepted by IJCAI 2025

Interpretable Event Diagnosis in Water Distribution Networks

André Artelt, Stelios G. Vrachimis, Demetrios G. Eliades, Ulrike Kuhl, Barbara Hammer, Marios M. Polycarpou

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

Tri-MTL: A Triple Multitask Learning Approach for Respiratory Disease Diagnosis

June-Woo Kim, Sanghoon Lee, Miika Toikkanen, Daehwan Hwang, Kyunghoon Kim

机构 * Department of Psychiatry, Wonkwang University Hospital（精神医学科，Wonkwang大学医院） ； RSC LAB, MODULABS（RSC实验室，MODULABS） ； The State University of New York, Korea, Republic of Korea（纽约州立大学，韩国） ； Department of Pediatrics, Seoul National University Bundang Hospital（儿科，首尔国立大学医院 Bundang 分院） ； Department of Pediatrics, Seoul National University College of Medicine（儿科，首尔国立大学医学院） 纠错

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

Comments Accepted to EMBC 2025