医学 AI

A Review of Deep Learning Approaches for Non-Invasive Cognitive Impairment Detection

Muath Alsuhaibani, Ali Pourramezan Fard, Jian Sun, Farida Far Poor, Peter S. Pressman, Mohammad H. Mahoor

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

Boosting-inspired online learning with transfer for railway maintenance

Diogo Risca, Afonso Lourenço, Goreti Marreiros

机构 * GECAD, ISEP, Polytechnic of Porto（波尔图理工学院GECAD、ISEP） 纠错

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

Explainable AI-Enhanced Deep Learning for Pumpkin Leaf Disease Detection: A Comparative Analysis of CNN Architectures

Md. Arafat Alam Khandaker, Ziyan Shirin Raha, Shifat Islam, Tashreef Muhammad

机构 * Ahsanullah University of Science and Technology（阿赫桑乌拉科技大学） ； Bangladesh University of Engineering and Technology（孟加拉国工程技术大学） ； Southeast University（东南大学） 纠错

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

Comments Accepted in 2024 27th International Conference on Computer and Information Technology (ICCIT)

A Multi-Phase Analysis of Blood Culture Stewardship: Machine Learning Prediction, Expert Recommendation Assessment, and LLM Automation

Fatemeh Amrollahi, Nicholas Marshall, Fateme Nateghi Haredasht, Kameron C Black, Aydin Zahedivash, Manoj V Maddali, Stephen P. Ma, Amy Chang, MD Phar Stanley C Deresinski, Mary Kane Goldstein, Steven M. Asch, Niaz Banaei, Jonathan H Chen

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

Comments 10 pages, 2 figures, 2 tables, conference

Addressing Class Imbalance with Probabilistic Graphical Models and Variational Inference

Yujia Lou, Jie Liu, Yuan Sheng, Jiawei Wang, Yiwei Zhang, Yaokun Ren

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

Explainable AI for Enhancing Efficiency of DL-based Channel Estimation

Abdul Karim Gizzini, Yahia Medjahdi, Ali J. Ghandour, Laurent Clavier

机构 * SogetiLabs Research and Innovation (part of Capgemini)（SogetiLabs研究与创新中心（凯捷集团旗下）） ； IMT Nord Europe（北欧电信与信息技术学院） ； National Center for Remote Sensing - CNRS（法国国家科学研究中心国家遥感中心） 纠错

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

Comments This paper has been submitted to the IEEE Transactions on Machine Learning in Communications and Networking on 19 March 2025

A Comprehensive Survey of Challenges and Opportunities of Few-Shot Learning Across Multiple Domains

Andrea Gajic, Sudip Vhaduri

机构 * Purdue University（普渡大学） 纠错

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

Comments Under Review

Exploring Gaze Pattern Differences Between Autistic and Neurotypical Children: Clustering, Visualisation, and Prediction

Weiyan Shi, Haihong Zhang, Wei Wang, Kenny Tsu Wei Choo

机构 * Singapore University of Technology and Design（新加坡科技设计大学） ； A*STAR Institute for Infocomm Research（新加坡资讯通信研究院） ； University of Wisconsin Madison（威斯康星大学麦迪逊分校） 纠错

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

Comments work in progress

Diagnostic Method for Hydropower Plant Condition-based Maintenance combining Autoencoder with Clustering Algorithms

Samy Jad, Xavier Desforges, Pierre-Yves Villard, Christian Caussidéry, Kamal Medjaher

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

Journal ref Advanced Maintenance Engineering, Services and Technology - 6th AMEST 2024, International Federation of Automatic Control, Jun 2024, Cagliari (Sardaigne), Italy. pp.151-156

NSSI-Net: A Multi-Concept GAN for Non-Suicidal Self-Injury Detection Using High-Dimensional EEG in a Semi-Supervised Framework

Zhen Liang, Weishan Ye, Qile Liu, Li Zhang, Gan Huang, Yongjie Zhou

机构 * Shenzhen University（深圳大学） ； Guangdong Provincial Key Laboratory of Biomedical Measurements and Ultrasound Imaging（广东省生物医学测量与超声成像重点实验室） ； Shenzhen Mental Health Center/Shenzhen Kangning Hospital（深圳市精神卫生中心/深圳市康宁医院） 纠错

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

Enhancing Fundus Image-based Glaucoma Screening via Dynamic Global-Local Feature Integration

Yuzhuo Zhou, Chi Liu, Sheng Shen, Siyu Le, Liwen Yu, Sihan Ouyang, Zongyuan Ge

机构 * Minzu University Of China（中央民族大学） ； City University of Macau（澳门城市大学） ； Torrens University Australia（澳大利亚托伦斯大学） ； Monash University（莫纳什大学） 纠错

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

Assessing and improving reliability of neighbor embedding methods: a map-continuity perspective

Zhexuan Liu, Rong Ma, Yiqiao Zhong

机构 * University of Wisconsin–Madison（威斯康星大学麦迪逊分校） ； Harvard University（哈佛大学） ； T.H. Chan School of Public Health（陈曾熙公共卫生学院） 纠错

专题命中 诊断辅助 ：biomedical(abstract)；分类 cs.LG

Comments 49 pages, 20 figures

Dermacen Analytica: A Novel Methodology Integrating Multi-Modal Large Language Models with Machine Learning in tele-dermatology

Dimitrios P. Panagoulias, Evridiki Tsoureli-Nikita, Maria Virvou, George A. Tsihrintzis

机构 * University of Piraeus（比雷埃夫斯大学） ； Athens University Medical School（雅典医学院） 纠错

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

Quantifying Symptom Causality in Clinical Decision Making: An Exploration Using CausaLM

Mehul Shetty, Connor Jordan

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

DPFAGA-Dynamic Power Flow Analysis and Fault Characteristics: A Graph Attention Neural Network

Tan Le, Van Le

机构 * Hampton University（汉普顿大学） ； Advanced Technology Center（先进技术中心） 纠错

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

Comments The 2025 International Conference on the AI Revolution: Research, Ethics, and Society (AIR-RES 2025)

Symbolic Audio Classification via Modal Decision Tree Learning

Enrico Marzano, Giovanni Pagliarini, Riccardo Pasini, Guido Sciavicco, Ionel Eduard Stan

机构 * Gap S.r.l.u.（Gap S.r.l.u.公司） ； University of Ferrara（费拉拉大学） ； Free University of Bozen-Bolzano（波尔扎诺自由大学） 纠错

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

A Retrospective Systematic Study on Hierarchical Sparse Query Transformer-assisted Ultrasound Screening for Early Hepatocellular Carcinoma

Chaoyin She, Ruifang Lu, Danni He, Jiayi Lv, Yadan Lin, Meiqing Cheng, Hui Huang, Fengyu Ye, Lida Chen, Wei Wang, Qinghua Huang

机构 * Northwestern Polytechnical University（西北工业大学） ； The First Affiliated Hospital of Sun Yat-Sen University（中山大学附属第一医院） ； The Seventh Affiliated Hospital of Sun Yat-Sen University（中山大学附属第七医院） ； The First Affiliated Hospital of Guangxi Medical University（广西医科大学附属第一医院） ； Xi’an Jiaotong University（西安交通大学） 纠错

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

Context-Aware Vision Language Foundation Models for Ocular Disease Screening in Retinal Images

Lucie Berger, Mathieu Lamard, Philippe Zhang, Laurent Borderie, Alexandre Le Guilcher, Pascale Massin, Béatrice Cochener, Gwenolé Quellec, Sarah Matta

专题命中 诊断辅助 ：pathology(abstract)；分类 eess.IV

Comments 4 pages

Detect-and-Guide: Self-regulation of Diffusion Models for Safe Text-to-Image Generation via Guideline Token Optimization

Feifei Li, Mi Zhang, Yiming Sun, Min Yang

机构 * School of Computer Science, Fudan University（复旦大学计算机科学学院） 纠错

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

Comments CVPR25

SpecReX: Explainable AI for Raman Spectroscopy

Nathan Blake, David A. Kelly, Akchunya Chanchal, Sarah Kapllani-Mucaj, Geraint Thomas, Hana Chockler

机构 * University College London（伦敦大学学院） ； King’s College London（伦敦国王学院） 纠错

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

Comments AAAI Workshop on Health Intelligencee (W3PHIAI-25)

DynFrs: An Efficient Framework for Machine Unlearning in Random Forest

Shurong Wang, Zhuoyang Shen, Xinbao Qiao, Tongning Zhang, Meng Zhang

机构 * ZJUI Institute, Zhejiang University（浙江大学ZJUI学院） 纠错

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

Comments Accepted by ICLR 2025

Mammo-Clustering: A Multi-views Tri-level Information Fusion Context Clustering Framework for Localization and Classification in Mammography

Shilong Yang, Chulong Zhang, Qi Zang, Juan Yu, Liang Zeng, Xiao Luo, Yexuan Xing, Xin Pan, Qi Li, Xiaokun Liang, Yaoqin Xie

机构 * Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究院） ； Qingdao University（青岛大学） ； The First Affiliated Hospital of Shenzhen University, Health Science Center, Shenzhen Second People’s Hospital（深圳大学医学部第一附属医院、深圳市第二人民医院） 纠错

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

Comments 10 pages, 6 figures

A Tale of Single-channel Electroencephalogram: Devices, Datasets, Signal Processing, Applications, and Future Directions

Yueyang Li, Weiming Zeng, Wenhao Dong, Di Han, Lei Chen, Hongyu Chen, Zijian Kang, Shengyu Gong, Hongjie Yan, Wai Ting Siok, Nizhuan Wang

机构 * Shanghai Maritime University（上海海事大学） ； Affiliated Lianyungang Hospital of Xuzhou Medical University（徐州医科大学附属连云港医院） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

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

Brain Effective Connectivity Estimation via Fourier Spatiotemporal Attention

Wen Xiong, Jinduo Liu, Junzhong Ji, Fenglong Ma

机构 * Beijing University of Technology（北京工业大学） ； Pennsylvania State University（宾夕法尼亚州立大学） 纠错

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

MBCT: Tree-Based Feature-Aware Binning for Individual Uncertainty Calibration

Siguang Huang, Yunli Wang, Lili Mou, Huayue Zhang, Han Zhu, Chuan Yu, Bo Zheng

机构 * Alibaba Group（阿里巴巴集团） ； University of Alberta（阿尔伯塔大学） 纠错

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

Comments WWW 2022. The new version fixed an error in Eq13

Design and Implementation of FourCropNet: A CNN-Based System for Efficient Multi-Crop Disease Detection and Management

H. P. Khandagale, Sangram Patil, V. S. Gavali, S. V. Chavan, P. P. Halkarnikar, Prateek A. Meshram

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

Journal ref Journal of Information Systems Engineering and Management 2025, 10(7s) e-ISSN: 2468-4376

Diagnostic-free onboard battery health assessment

Yunhong Che, Vivek N. Lam, Jinwook Rhyu, Joachim Schaeffer, Minsu Kim, Martin Z. Bazant, William C. Chueh, Richard D. Braatz

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Stanford University（斯坦福大学） ； SLAC National Accelerator Laboratory（SLAC国家加速器实验室） ； Technical University of Darmstadt（达姆施塔特工业大学） 纠错

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

Comments 25 pages

Pulse Processing -- Overview and Challenges

Jonathan H. Manton

专题命中 诊断辅助 ：biomedical(abstract)；分类 eess.SP

Comments Accepted by Elsevier's Signal Processing

Machine Learning Approaches for Diagnostics and Prognostics of Industrial Systems Using Open Source Data from PHM Data Challenges: A Review

Hanqi Su, Jay Lee

机构 * Center for Industrial Artificial Intelligence（工业人工智能中心） ； University of Maryland（马里兰大学） 纠错

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

Comments The paper submitted to the International Journal of Prognostics and Health Management (IJPHM) has been accepted

Journal ref International Journal of Prognostics and Health Management, Volume 15, Issue 2, 2024

A Comparative Study of Diabetes Prediction Based on Lifestyle Factors Using Machine Learning

Bruce Nguyen, Yan Zhang

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

Comments 5 pages, 2 figures, submitted CSCSU 2025