医学 AI

ELPG-DTFS: Prior-Guided Adaptive Time-Frequency Graph Neural Network for EEG Depression Diagnosis

Jingru Qiu, Jiale Liang, Xuanhan Fan, Mingda Zhang, Zhenli He

机构 * School of Software, Yunnan University（云南大学软件学院） ； Yunnan Key Laboratory of Software Engineering, Yunnan University（云南软件工程重点实验室） ； Engineering Research Center of Cyberspace, Yunnan University（云南网络空间工程研究中心） ； School of Medical Technology, Beijing Institute of Technology（北京理工大学医学技术学院） 纠错

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

Comments 8 page,3 figures

MDD-Thinker: Towards Large Reasoning Models for Major Depressive Disorder Diagnosis

Yuyang Sha, Hongxin Pan, Gang Luo, Caijuan Shi, Jing Wang, Kefeng Li

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

Enhanced Fracture Diagnosis Based on Critical Regional and Scale Aware in YOLO

Yuyang Sun, Junchuan Yu, Cuiming Zou

机构 * Huazhong Agricultural University（华中农业大学） ； Tianjin University（天津大学） 纠错

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

An enhanced statistical feature fusion approach using an improved distance evaluation algorithm and weighted K-nearest neighbor for bearing fault diagnosis

Amir Eshaghi Chaleshtori, Abdollah Aghaie

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

Improving Brain Disorder Diagnosis with Advanced Brain Function Representation and Kolmogorov-Arnold Networks

Tyler Ward, Abdullah-Al-Zubaer Imran

机构 * University of Kentucky（肯塔基大学） 纠错

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

Comments Paper presented orally and as a poster at MIDL 2025

CANDLE: A Cross-Modal Agentic Knowledge Distillation Framework for Interpretable Sarcopenia Diagnosis

Yuqi Jin, Zhenhao Shuai, Zihan Hu, Weiteng Zhang, Weihao Xie, Jianwei Shuai, Xian Shen, Zhen Feng

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

Comments 11 pages, 4 figures, 5 tables

PerceptronCARE: A Deep Learning-Based Intelligent Teleophthalmology Application for Diabetic Retinopathy Diagnosis

Akwasi Asare, Isaac Baffour Senkyire, Emmanuel Freeman, Mary Sagoe, Simon Hilary Ayinedenaba Aluze-Ele, Kelvin Kwao

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

Probabilistic Machine Learning for Uncertainty-Aware Diagnosis of Industrial Systems

Arman Mohammadi, Mattias Krysander, Daniel Jung, Erik Frisk

机构 * Linköping University（_linköping大学） 纠错

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

Development and validation of an AI foundation model for endoscopic diagnosis of esophagogastric junction adenocarcinoma: a cohort and deep learning study

Yikun Ma, Bo Li, Ying Chen, Zijie Yue, Shuchang Xu, Jingyao Li, Lei Ma, Liang Zhong, Duowu Zou, Leiming Xu, Yunshi Zhong, Xiaobo Li, Weiqun Ding, Minmin Zhang, Dongli He, Zhenghong Li, Ye Chen, Ye Zhao, Jialong Zhuo, Xiaofen Wu, Lisha Yi, Miaojing Shi, Huihui Sun

机构 * Shanghai Research Institute for Intelligent Autonomous Systems, Tongji University, China. ； Department of Gastroenterology, Tongji Institute of Digestive Disease, Tongji Hospital Affiliated to Tongji University, Medicine of Tongji University, China. ； College of Electronic ； Information Engineering, Tongji University, China. ； Department of Gastroenterology ； Endoscopy, Huashan Hospital Affiliated to Fudan University, China. ； Department of Gastroenterology, Ruijin Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, China. ； Department of Gastroenterology, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, China. ； Endoscopy Center ； Endoscopy Research Institute, Zhongshan Hospital Affiliated to Fudan University, China. ； Hepatology, Key Laboratory Gastroenterology ； Hepatology, Renji Hospital affiliated to Shanghai Jiao Tong University School of Medicine, China. ； Department of Information Center, Tongji Hospital Affiliated to Tongji University, China. ； Department of Gastroenterology, Zhangzhou Affiliated Hospital of Fujian Medical University, China. 纠错

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

Comments Accepted to eClinicalMedicine, Part of The Lancet Discovery Science

DAFTED: Decoupled Asymmetric Fusion of Tabular and Echocardiographic Data for Cardiac Hypertension Diagnosis

Jérémie Stym-Popper, Nathan Painchaud, Clément Rambour, Pierre-Yves Courand, Nicolas Thome, Olivier Bernard

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

Comments 9 pages, Accepted at MIDL 2025 (Oral)

Compound Fault Diagnosis for Train Transmission Systems Using Deep Learning with Fourier-enhanced Representation

Jonathan Adam Rico, Nagarajan Raghavan, Senthilnath Jayavelu

机构 * Engineering Product Development（工程产品开发） ； SUTD（新加坡科技设计大学） ； Institute for Infocomm Research（信息通信研究所） ； A*STAR（科技研究局） 纠错

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

Comments Accepted for the 2025 IEEE Conference on Prognostics and Health Management (ICPHM 2025)

HoloDx: Knowledge- and Data-Driven Multimodal Diagnosis of Alzheimer's Disease

Qiuhui Chen, Jintao Wang, Gang Wang, Yi Hong

机构 * School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院） ； Department of Neurology, Renji Hospital Affiliated to Shanghai Jiao Tong University School of Medicine（上海交通大学医学院附属仁济医院神经内科） 纠错

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

Comments Accepted by IEEE Transactions on Medical Imaging (TMI)

An Advanced Convolutional Neural Network for Bearing Fault Diagnosis under Limited Data

Shengke Sun, Shuzhen Han, Ziqian Luan, Xinghao Qin, Jiao Yin, Zhanshan Zhao, Jinli Cao, Hua Wang

机构 * Nanjing University of Science and Technology（南京理工大学） ； Tiangong University（天津大学） ； Xidian University（西安电子科技大学） ； Tianjin University（天津大学） ； Victoria University（维多利亚大学） ； La Trobe University（拉筹伯大学） 纠错

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

From Predictions to Explanations: Explainable AI for Autism Diagnosis and Identification of Critical Brain Regions

Kush Gupta, Amir Aly, Emmanuel Ifeachor, Rohit Shankar

机构 * University of Plymouth, Plymouth, UK（普利茅斯大学） 纠错

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

Unsupervised Multi-Attention Meta Transformer for Rotating Machinery Fault Diagnosis

Hanyang Wang, Yuxuan Yang, Hongjun Wang, Lihui Wang

机构 * organization= Centre for Effciency ； Performance Engineering, University of Huddersfield , city= Huddersfield , country= HD1 3DH, UK ； organization= National Key Laboratory of Space Integrated Information System, Institute of Software, Chinese Academy of Sciences , city= Beijing , country= China ； organization= Nanjing Forestry University , city= Beijing , country= China ； organization= School of Mechanical Electrical Engineering, Beijing Information Science \& Technology University , city= Beijing,100192 , country= China ； organization= Key Laboratory of Modern Measurement \& Control Technology, Ministry of Education, Beijing Information Science \& Technology University , city= Beijing , country= China ； organization= Department of Production Engineering, KTH Royal Institute of Technology , city= Stockholm , country= Sweden 纠错

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

An End-to-End Deep Learning Framework for Arsenicosis Diagnosis Using Mobile-Captured Skin Images

Asif Newaz, Asif Ur Rahman Adib, Rajit Sahil, Mashfique Mehzad

机构 * Islamic University of Technology (IUT)（伊斯兰科技大学） ； Ahsanullah University of Science（阿沙努拉科学大学） 纠错

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

Integrating Clinical Knowledge Graphs and Gradient-Based Neural Systems for Enhanced Melanoma Diagnosis via the 7-Point Checklist

Yuheng Wang, Tianze Yu, Jiayue Cai, Sunil Kalia, Harvey Lui, Z. Jane Wang, Tim K. Lee

机构 * The University of British Columbia（不列颠哥伦比亚大学） ； Vancouver Coastal Health Research Institute（温哥华海岸健康研究机构） ； Department of Dermatology and Skin Science（皮肤科与皮肤病学系） ； Photomedicine Institute（光医学研究所） ； Centre for Clinical Epidemiology and Evaluation（临床流行病学与评估中心） ； School of Biomedical Engineering（生物医学工程学院） ； Department of Electrical and Computer Engineering（电气与计算机工程系） ； Department of Population Health Sciences（人群健康科学系） ； BC Cancer（不列颠哥伦比亚省癌症中心） ； BC Children’s Hospital Research Institute（不列颠哥伦比亚儿童医院研究机构） ； Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging（广东生物医学测量与超声成像重点实验室） ； Shenzhen University Medical School（深圳大学医学院） ； Shenzhen University（深圳大学） 纠错

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

Comments The paper was officially accepted for publication in IEEE Transactions on Neural Networks and Learning Systems in August 2025

Self-Supervised Cross-Encoder for Neurodegenerative Disease Diagnosis

Fangqi Cheng, Yingying Zhao, Xiaochen Yang

机构 * School of Mathematics and Statistics, Glasgow, UK（数学与统计学学院，英国格拉斯哥） ； Department of Computer and Information Sciences, University of Strathclyde, Glasgow, UK（计算机与信息科学系，斯特拉斯克莱德大学，英国格拉斯哥） 纠错

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

PRECISE-AS: Personalized Reinforcement Learning for Efficient Point-of-Care Echocardiography in Aortic Stenosis Diagnosis

Armin Saadat, Nima Hashemi, Hooman Vaseli, Michael Y. Tsang, Christina Luong, Michiel Van de Panne, Teresa S. M. Tsang, Purang Abolmaesumi

机构 * Department of Electrical and Computer Engineering, The University of British Columbia（电气与计算机工程系，不列颠哥伦比亚大学） ； Department of Computer Science, The University of British Columbia（计算机科学系，不列颠哥伦比亚大学） ； Vancouver General Hospital（温哥华总医院） 纠错

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

Comments To be published in MICCAI 2025

Class Unbiasing for Generalization in Medical Diagnosis

Lishi Zuo, Man-Wai Mak, Lu Yi, Youzhi Tu

机构 * Dept. of Electrical and Electronic Engineering, Hong Kong Polytechnic University（电子与电气工程系，香港理工大学） 纠错

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

A Comparative Analysis of Reinforcement Learning and Conventional Deep Learning Approaches for Bearing Fault Diagnosis

Efe Çakır, Patrick Dumond

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

Comments 5 pages, 5 figures. To appear in the Proceedings of the Canadian Society for Mechanical Engineering (CSME) Congress 2025

Structure-aware Hypergraph Transformer for Diagnosis Prediction in Electronic Health Records

Haiyan Wang, Ye Yuan

机构 * College of Computer and Information Science, Southwest University（计算机与信息科学学院，西南大学） 纠错

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

Gradient Boosting Decision Trees on Medical Diagnosis over Tabular Data

A. Yarkın Yıldız, Asli Kalayci

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； Northeastern University（东北大学） ； The Business School（商学院） ； Worcester Polytechnic Institute（沃思利理工学院） 纠错

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

Comments Accepted to IEEE International Conference on AI and Data Analytics 2025

MicroMIL: Graph-Based Multiple Instance Learning for Context-Aware Diagnosis with Microscopic Images

Jongwoo Kim, Bryan Wong, Huazhu Fu, Willmer Rafell Quiñones, Youngsin Ko, Mun Yong Yi

机构 * Korea Advanced Institute of Science and Technology（韩国科学技术院） ； Institute of High Performance Computing（高性能计算研究所） ； Seegene Medical Foundation, Pathology Center（Seegene医学基金会病理中心） 纠错

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

Comments Accepted at MICCAI 2025

Bearing fault diagnosis based on multi-scale spectral images and convolutional neural network

Tongchao Luo, Mingquan Qiu, Zhenyu Wu, Zebo Zhao, Dingyou Zhang

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

Comments 12pages, 10 figures and 8 tables

Journal ref Journal of Vibroengineering (2025, Vol. 27, No. 6)

XDR-LVLM: An Explainable Vision-Language Large Model for Diabetic Retinopathy Diagnosis

Masato Ito, Kaito Tanaka, Keisuke Matsuda, Aya Nakayama

机构 * SANNO University（三ノ大学） 纠错

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

FusionFM: Fusing Eye-specific Foundational Models for Optimized Ophthalmic Diagnosis

Ke Zou, Jocelyn Hui Lin Goh, Yukun Zhou, Tian Lin, Samantha Min Er Yew, Sahana Srinivasan, Meng Wang, Rui Santos, Gabor M. Somfai, Huazhu Fu, Haoyu Chen, Pearse A. Keane, Ching-Yu Cheng, Yih Chung Tham

机构 * Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore（新加坡国立大学 Yong Loo Lin 医学院眼科系） ； Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore（新加坡国立大学 Yong Loo Lin 医学院创新与精准眼科健康中心） ； Singapore Eye Research Institute, Singapore National Eye Centre, Singapore, Singapore（新加坡眼科研究院） ； Ophthalmology and Visual Science Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore（杜克-国立新加坡大学医学学校眼科与视觉科学学术临床项目） ； Centre for Medical Image Computing, University College London, London, United Kingdom（伦敦大学学院医学图像计算中心） ； Joint Shantou International Eye Center, Shantou University and the Chinese University of Hong Kong, Shantou, China（汕尾国际眼科中心，汕尾大学及香港中文大学） ； Department of Ophthalmology, Stadtspital Zürich, Zurich, Switzerland（苏黎世州立医院眼科部） ； Spross Research Institute, Zurich, Switzerland（苏黎世 Spross 研究院） ； Institute of High Performance Computing, A*STAR, Singapore（新加坡 A*STAR 高性能计算研究院） ； NIHR Biomedical Research Centre, Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom（英国国家健康服务基金会 Moorfields 眼科医院生物医学研究中心） ； Institute of Ophthalmology, University College London, London, United Kingdom（伦敦大学学院眼科研究院） 纠错

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

Comments 12 pages, 3 figures

Profiling Multi-Level Operator Costs for Bottleneck Diagnosis in High-Speed Data Planes

Zhiyuan Ren, Yutao Liu, Wenchi Cheng, Kun Yang

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

Ear-Keeper: A Cross-Platform AI System for Rapid and Accurate Ear Disease Diagnosis

Feiyan Lu, Yubiao Yue, Zhenzhang Li, Meiping Zhang, Wen Luo, Fan Zhang, Tong Liu, Jingyong Shi, Guang Wang, Xinyu Zeng

机构 * The Second Affiliated Hospital of Shenzhen University（深圳大学第二附属医院） ； Xi’an Jiaotong University（西安交通大学） ； Guangdong Polytechnic Normal University（广东 polytechnic 正规大学） ； Fujian Normal University（福建师范大学） ； Foshan Sanshui District People’s Hospital（佛山三水区人民医院） ； Kangmeihuada (KMHD) GeneTech Co., Ltd（康美华达（KMHD）基因科技有限公司） ； Zhongshan Gangkou Hospital（中山敢口医院） ； Yichang Central People’s Hospital（宜昌市中心人民医院） 纠错

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

Comments 18 pages,8 figures

VL-MedGuide: A Visual-Linguistic Large Model for Intelligent and Explainable Skin Disease Auxiliary Diagnosis

Kexin Yu, Zihan Xu, Jialei Xie, Carter Adams

机构 * Jiangsu Ocean University（江苏海洋大学） ； Federal University of Bahia（巴伊亚联邦大学） 纠错

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