医学 AI

Physics-Informed Deep Learning and Partial Transfer Learning for Bearing Fault Diagnosis in the Presence of Highly Missing Data

Mohammadreza Kavianpour, Parisa Kavianpour, Amin Ramezani

机构 * Faculty of Electrical and Computer Engineering, Tarbiat Modares University（塔里克·莫达雷斯大学电气与计算机工程学院） ； Faculty of Technology and Engineering, University of Mazandaran（马赞德兰大学技术与工程学院） 纠错

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

Journal ref Measurement, Volume 257, Part D, 15 January 2026, 118890

Cross-Enhanced Multimodal Fusion of Eye-Tracking and Facial Features for Alzheimer's Disease Diagnosis

Yujie Nie, Jianzhang Ni, Yonglong Ye, Yuan-Ting Zhang, Yun Kwok Wing, Xiangqing Xu, Xin Ma, Lizhou Fan

机构 * School of Control Science and Engineering, Shandong University（控制科学与工程学院，山东大学） ； Engineering Research Center of Intelligent Unmanned System, Ministry of Education（智能无人机系统工程研究中心，教育部） ； Department of Psychiatry, The Chinese University of Hong Kong（心理学系，香港中文大学） ； Department of Electronic Engineering, The Chinese University of Hong Kong（电子工程系，香港中文大学） ； AICARE Lab, Guangdong Medical University（AICARE实验室，广东医科大学） ； Department of Neurology, Shandong University of Traditional Chinese Medicine Affiliated Hospital（神经内科，山东中医药大学附属医院） 纠错

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

Comments 35 pages, 8 figures, and 7 tables

Cardiomyopathy Diagnosis Model from Endomyocardial Biopsy Specimens: Appropriate Feature Space and Class Boundary in Small Sample Size Data

Masaya Mori, Yuto Omae, Yutaka Koyama, Kazuyuki Hara, Jun Toyotani, Yasuo Okumura, Hiroyuki Hao

机构 * College of Industrial Technology, Nihon University（日本国立大学工业技术学院） ； Department of Pathology and Microbiology, Nihon University School of Medicine（日本国立医学大学病理学与微生物学系） ； Department of Medicine, Nihon University School of Medicine（日本国立医学大学医学系） 纠错

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

Journal ref AIMS Bioengineering, 2025, 12(2): 283-313

Hypergraph Contrastive Sensor Fusion for Multimodal Fault Diagnosis in Induction Motors

Usman Ali, Ali Zia, Waqas Ali, Umer Ramzan, Abdul Rehman, Muhammad Tayyab Chaudhry, Wei Xiang

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

Comments Submitted to IEEE Sensors Journal

A Multimodal Lightweight Approach to Fault Diagnosis of Induction Motors in High-Dimensional Dataset

Usman Ali

机构 * GIFT University（GIFT大学） 纠错

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

A Trustworthy Industrial Fault Diagnosis Architecture Integrating Probabilistic Models and Large Language Models

Yue wu

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

Comments 1tables,6 figs,11pages

Interpretable Neuropsychiatric Diagnosis via Concept-Guided Graph Neural Networks

Song Wang, Zhenyu Lei, Zhen Tan, Jundong Li, Javier Rasero, Aiying Zhang, Chirag Agarwal

机构 * University of Central Florida（中央佛罗里达大学） ； University of Virginia（弗吉尼亚大学） 纠错

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

Fusing Spectral Correlation Density Imaging with Deep Learning for Intelligent Fault Diagnosis in Rotating Machinery

Dilshara Herath, Chinthaka Abeyrathne, Chamindu Adithya, Chathura Seneviratne

机构 * Department of Electrical and Information Engineering（电气与信息工程系） ； Department of Mechanical and Manufacturing Engineering（机械与制造工程系） ； Faculty of Engineering, University of Ruhuna（鲁胡纳大学工程学院） 纠错

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

From Data to Diagnosis: A Large, Comprehensive Bone Marrow Dataset and AI Methods for Childhood Leukemia Prediction

Henning Höfener, Farina Kock, Martina Pontones, Tabita Ghete, David Pfrang, Nicholas Dickel, Meik Kunz, Daniela P. Schacherer, David A. Clunie, Andrey Fedorov, Max Westphal, Markus Metzler

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

Spatial-aware Transformer-GRU Framework for Enhanced Glaucoma Diagnosis from 3D OCT Imaging

Mona Ashtari-Majlan, David Masip

机构 * Department of Computer Science, Multimedia, and Telecommunications, Universitat Oberta de Catalunya（计算机科学、多媒体与电信系，开放大学） 纠错

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

A Multimodal Deep Learning Framework for Early Diagnosis of Liver Cancer via Optimized BiLSTM-AM-VMD Architecture

Cheng Cheng, Zeping Chen, Xavier Wang

机构 * Department of Encephalopathy, Chengdu Pidu District Hospital of Traditional Chinese Medicine, Chengdu 611730, China（成都Pidu区中医医院神经病科） ； Department of Tuina, Chengdu Pidu District Hospital of Traditional Chinese Medicine, Chengdu 611730, China（成都Pidu区中医医院推拿科） ； Department of Electrical and Computer Engineering, Carnegie Mellon University, Pittsburgh, PA 15213, USA（卡内基梅隆大学电气与计算机工程系） 纠错

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

PGAD: Prototype-Guided Adaptive Distillation for Multi-Modal Learning in AD Diagnosis

Yanfei Li, Teng Yin, Wenyi Shang, Jingyu Liu, Xi Wang, Kaiyang Zhao

机构 * Machine Intelligence Lab, College of Computer Science and Technology（机器智能实验室，计算机科学与技术学院） ； Sichuan University（四川大学） ； Department of Computer Science and Engineering（计算机科学与工程系） ； The Chinese University of Hong Kong（香港中文大学） ； Department of Neurosurgery（神经外科部门） 纠错

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

Deep Learning with Self-Attention and Enhanced Preprocessing for Precise Diagnosis of Acute Lymphoblastic Leukemia from Bone Marrow Smears in Hemato-Oncology

Md. Maruf, Md. Mahbubul Haque, Bishowjit Paul

机构 * organization= Department of Mechatronics Engineering , addressline= Rajshahi University of Engineering \& Technology , city= Rajshahi , country= Bangladesh 纠错

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

Comments 26 pages, 15 figures, 8 tables. VGG19+MHSA with Focal Loss; test accuracy 99.25%

SugarcaneShuffleNet: A Very Fast, Lightweight Convolutional Neural Network for Diagnosis of 15 Sugarcane Leaf Diseases

Shifat E. Arman, Hasan Muhammad Abdullah, Syed Nazmus Sakib, RM Saiem, Shamima Nasrin Asha, Md Mehedi Hasan, Shahrear Bin Amin, S M Mahin Abrar

机构 * Department of Robotics and Mechatronics Engineering, University of Dhaka, Dhaka 1000, Bangladesh（机器人与机电工程系，达卡大学，达卡1000，孟加拉国） ； GIS and Remote Sensing Lab, Gazipur Agricultural University, Gazipur 1706, Bangladesh（地理信息系统与遥感实验室，加兹ipur农业大学，加兹ipur 1706，孟加拉国） ； Bangladesh Sugarcrop Research Institute, Ishwardi, Pabna, Bangladesh（孟加拉国甘蔗作物研究 institute，Ishwardi，Pabna，孟加拉国） ； Department of Computer Science and Engineering, University of Dhaka, Dhaka 1000, Bangladesh（计算机科学与工程系，达卡大学，达卡1000，孟加拉国） 纠错

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

Comments 18 pages, 19 figures, Submitted in Computers and Electronics in Agriculture

SurgWound-Bench: A Benchmark for Surgical Wound Diagnosis

Jiahao Xu, Changchang Yin, Odysseas Chatzipanagiotou, Diamantis Tsilimigras, Kevin Clear, Bingsheng Yao, Dakuo Wang, Timothy Pawlik, Ping Zhang

机构 * The Ohio State University（俄亥俄州立大学） ； The Ohio State University Wexner Medical Center（俄亥俄州立大学韦克斯纳医学中心） ； Northeastern University（东北大学） 纠错

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

Bladder Cancer Diagnosis with Deep Learning: A Multi-Task Framework and Online Platform

Jinliang Yu, Mingduo Xie, Yue Wang, Tianfan Fu, Xianglai Xu, Jiajun Wang

机构 * Peking University（北京大学） ； State Key Laboratory for Novel Software Technology at Nanjing University, School of Computer Science, Nanjing University（南京大学软件新技术国家重点实验室，计算机科学学院） ； Department of Urology, Zhongshan Hospital, Fudan University（复旦大学中山医院泌尿科） 纠错

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

LD-RPMNet: Near-Sensor Diagnosis for Railway Point Machines

Wei Li, Xiaochun Wu, Xiaoxi Hu, Yuxuan Zhang, Sebastian Bader, Yuhan Huang

机构 * School of Automation and Electrical Engineering, Lanzhou Jiaotong University, Lanzhou, China（自动化与电气工程学院，兰州交通大学） ； State Key Laboratory of Advanced Rail Autonomous Operation, Beijing Jiaotong University, Beijing, China（先进轨道交通自主运行国家重点实验室，北京交通大学） ； Department of Computer and Electrical Engineering, Mid Sweden University, Sundsvall, Sweden（计算机与电气工程系，Mid Sweden大学） ； School of Mechatronics Engineering, Harbin Institute of Technology, Harbin, China（机械电子工程学院，哈尔滨工业大学） 纠错

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

Comments This paper is accepted for IEEE Sensors Applcations Symposium (SAS) 2025

Journal ref 2025 IEEE Sensors Applications Symposium (SAS)

Bridging Brain Connectomes and Clinical Reports for Early Alzheimer's Disease Diagnosis

Jing Zhang, Xiaowei Yu, Minheng Chen, Lu Zhang, Tong Chen, Yan Zhuang, Chao Cao, Yanjun Lyu, Li Su, Tianming Liu, Dajiang Zhu

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

Brain Network Analysis Based on Fine-tuned Self-supervised Model for Brain Disease Diagnosis

Yifei Tang, Hongjie Jiang, Changhong Jing, Hieu Pham, Shuqiang Wang

机构 * Southern University of Science and Technology（南方科技大学） ； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究院，中国科学院） ； College of Engineering and Computer Science（工程与计算机科学学院） ； VinUni-Illinois Smart Health Center（VinUniversity智能健康中心） ； Department of Information and Communication（信息与通信部门） 纠错

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

Comments 13 pages, 3 figures, International Conference on Neural Computing for Advanced Applications

Towards Field-Ready AI-based Malaria Diagnosis: A Continual Learning Approach

Louise Guillon, Soheib Biga, Yendoube E. Kantchire, Mouhamadou Lamine Sane, Grégoire Pasquier, Kossi Yakpa, Stéphane E. Sossou, Marc Thellier, Laurent Bonnardot, Laurence Lachaud, Renaud Piarroux, Ameyo M. Dorkenoo

机构 * institutetext: MyC, Paris, France（MyC） ； institutetext: CHU Campus, Ministère de la Santé et de l’hygiène Publique, Lomé, Togo（CHU Campus） ； institutetext: Service de Parasitologie-Mycologie, Hôpital de La Pitié-Salpêtrière, Assistance Publique-Hôpitaux de Paris (AP-HP), France（Service de Parasitologie-Mycologie） ； institutetext: CHU of Montpellier, Université de Montpellier, Montpellier, France（CHU of Montpellier） ； institutetext: PNLP Togo, Lomé, Togo（PNLP Togo） ； institutetext: CHU Sylvanus Olympio, Lomé, Togo（CHU Sylvanus Olympio） ； institutetext: Institut Pierre-Louis d’Epidémiologie et de Santé Publique, INSERM, Sorbonne Université, Paris, France（Institut Pierre-Louis d’Epidémiologie et de Santé Publique） ； institutetext: Faculté des Sciences de la Santé, Université de Lomé, Lomé, Togo（Faculté des Sciences de la Santé） 纠错

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

Comments MICCAI 2025 AMAI Workshop, Accepted, Submitted Manuscript Version

TCM-Tongue: A Standardized Tongue Image Dataset with Pathological Annotations for AI-Assisted TCM Diagnosis

Xuebo Jin, Longfei Gao, Anshuo Tong, Zhengyang Chen, Jianlei Kong, Ning Sun, Huijun Ma, Qiang Wang, Yuting Bai, Tingli Su

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

Comments 16 pages, 11 figures, 2 Tables

Constructing Ophthalmic MLLM for Positioning-diagnosis Collaboration Through Clinical Cognitive Chain Reasoning

Xinyao Liu, Diping Song

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； 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.CV、eess.IV

X-SiT: Inherently Interpretable Surface Vision Transformers for Dementia Diagnosis

Fabian Bongratz, Tom Nuno Wolf, Jaume Gual Ramon, Christian Wachinger

机构 * Technical University of Munich（慕尼黑技术大学） ； Munich Center for Machine Learning（慕尼黑机器学习中心） 纠错

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

Comments MICCAI 2025

Rethinking the Role of Operating Conditions for Learning-based Multi-condition Fault Diagnosis

Pengyu Han, Zeyi Liu, Shijin Chen, Dongliang Zou, Xiao He

机构 * Department of Automation Tsinghua University Beijing, China（自动化系 清华大学 北京中国） ； MCC5 Group Shanghai Co. LTD Shanghai, China（MCC5集团 上海有限公司 上海中国） 纠错

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

Comments 6 pages, 6 figures, conference

Deep Learning Approach to Bearing and Induction Motor Fault Diagnosis via Data Fusion

Mert Sehri, Merve Ertagrin, Ozal Yildirim, Ahmet Orhan, Patrick Dumond

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

Stable Vision Concept Transformers for Medical Diagnosis

Lijie Hu, Songning Lai, Yuan Hua, Shu Yang, Jingfeng Zhang, Di Wang

机构 * Provable Responsible AI and Data Analytics (PRADA) Lab（可证责任AI与数据分析实验室） ； King Abdullah University of Science and Technology（卡瓦尔大学科学与技术大学） ； Tsinghua University（清华大学） ； University of Auckland（奥克兰大学） 纠错

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

Comments arXiv admin note: text overlap with arXiv:2304.06129 by other authors

Ontology-based knowledge representation for bone disease diagnosis: a foundation for safe and sustainable medical artificial intelligence systems

Loan Dao, Ngoc Quoc Ly

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

PointExplainer: Towards Transparent Parkinson's Disease Diagnosis

Xuechao Wang, Sven Nomm, Junqing Huang, Kadri Medijainen, Aaro Toomela, Michael Ruzhansky

机构 * Department of Mathematics: Analysis, Logic and Discrete Mathematics, Ghent University（根特大学数学系） ； Department of Software Science, Faculty of Information Technologies, Tallinn University of Technology（塔林理工大学软件科学系） ； Institute of Sport Sciences and Physiotherapy, University of Tartu（塔尔图大学体育科学与理疗研究所） ； School of Natural Sciences and Health, Tallinn University（塔林大学自然科学与健康学院） ； School of Mathematical Sciences, Queen Mary University of London（伦敦大学玛丽女王学院数学科学学院） 纠错

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

Diagnosis of Knee Osteoarthritis Using Bioimpedance and Deep Learning

Jamal Al-Nabulsi, Mohammad Al-Sayed Ahmad, Baraa Hasaneiah, Fayhaa AlZoubi

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

4D Multimodal Co-attention Fusion Network with Latent Contrastive Alignment for Alzheimer's Diagnosis

Yuxiang Wei, Yanteng Zhang, Xi Xiao, Tianyang Wang, Xiao Wang, Vince D. Calhoun

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