脑机接口 / BCI

Foundation Models for Cross-Domain EEG Analysis Application: A Survey

Hongqi Li, Yitong Chen, Yujuan Wang, Weihang Ni, Haodong Zhang

机构 * School of Software, Northwestern Polytechnical University（软件学院，西北工业大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Comments Submitted to IEEE Journals

MCLPD:Multi-view Contrastive Learning for EEG-based PD Detection Across Datasets

Qian Zhang, Ruilin Zhang, Jun Xiao, Yifan Liu, Zhe Wang

机构 * Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, Shanghai, P. R. China（能源化学过程智能制造重点实验室，教育部，上海，中华人民共和国） ； East China University of Science and Technology, Shanghai, P. R. China（东华大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments Acccepted by European Conference on Artificial Intelligence(ECAI 2025)

Hypergraph Multi-Modal Learning for EEG-based Emotion Recognition in Conversation

Zijian Kang, Yueyang Li, Shengyu Gong, Weiming Zeng, Hongjie Yan, Lingbin Bian, Zhiguo Zhang, Wai Ting Siok, Nizhuan Wang

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

GEPD:GAN-Enhanced Generalizable Model for EEG-Based Detection of Parkinson's Disease

Qian Zhang, Ruilin Zhang, Biaokai Zhu, Xun Han, Jun Xiao, Yifan Liu, Zhe Wang

机构 * Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education,East China University of Science and Technology, Shanghai, China（能源化学过程智能制造重点实验室，教育部，东华大学，上海，中国） ； Shanxi Police College, Taiyuan, Shanxi, China（山西警察学院，山西，中国） ； Intelligent Policing Key Laboratory of Sichuan Province, Sichuan Police College, Luzhou, Sichuan, China（四川省智能警务重点实验室，四川警察学院，泸州，四川，中国） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments Accepted by International Conference on Intelligent Computing(ICIC 2025)

MR-EEGWaveNet: Multiresolutional EEGWaveNet for Seizure Detection from Long EEG Recordings

Kazi Mahmudul Hassan, Xuyang Zhao, Hidenori Sugano, Toshihisa Tanaka

机构 * Department of Electronic and Information Engineering, Tokyo University of Agriculture and Technology（东京农业科技大学电子与信息工程系） ； Medical Science Data-driven Mathematics Team, RIKEN Center for Interdisciplinary Theoretical and Mathematical Sciences（RIKEN跨学科理论与数学科学中心医学科学数据驱动数学团队） ； Medical Data Mathematical Reasoning Special Team, RIKEN Center for Integrative Medical Sciences（RIKEN整合医学科学中心医学数据数学推理特别团队） ； Department of Artificial Intelligence Medicine, Chiba University（千叶大学人工智能医学系） ； Department of Neurosurgery, Juntendo University School of Medicine（武藏野大学医学部神经外科） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments 33 pages, 10 figures, 18 tables

Interpretable and Robust AI in EEG Systems: A Survey

Xinliang Zhou, Chenyu Liu, Jinan Zhou, Zhongruo Wang, Liming Zhai, Ziyu Jia, Cuntai Guan, Yang Liu

机构 * College of Computing and Data Science, Nanyang Technological Univeristy（南洋理工大学计算与数据科学学院） ； Carnegie Mellon University（卡内基梅隆大学） ； Amazon, USA（亚马逊公司） ； Brainnetome Center, Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所脑网络中心） ； University of Chinese Academy of Sciences（中国科学院大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Mental Effort Estimation in Motion Exploration and Concept Generation Design Tasks using Inter-Band Relative Power Difference of EEG

G. Kalyan Ramana, Sumit Yempalle, Prasad S. Onkar

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Biomedical Signal Processing: EEG and ECG Classification with Discrete Wavelet Transforms, Energy Distribution, and Convolutional Neural Networks

Justin London

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Federated Learning for Epileptic Seizure Prediction Across Heterogeneous EEG Datasets

Cem Ata Baykara, Saurav Raj Pandey, Ali Burak Ünal, Harlin Lee, Mete Akgün

机构 * Department of Computer Science, Medical Data Privacy and Privacy-Preserving Machine Learning (MDPPML) Group and Institute for Bioinformatics and Medical Informatics (IBMI), University of Tübingen（计算机科学系、医疗数据隐私与隐私保护机器学习（MDPPML）小组和生物信息学与医学信息学研究所（IBMI）、图宾根大学） ； Department of Computer Science and the School of Data Science and Society, University of North Carolina at Chapel Hill（计算机科学系和数据科学与社会学院、北卡罗来纳大学教堂山分校） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

NeuroDx-LM: A Clinical Large-Scale Model for EEG-based Neurological Disorder Detection

Guanghao Jin, Yuan Liang, Yihan Ma, Jingpei Wu, Guoyang Liu

机构 * Shandong University, China（山东大学） ； LMU Munich, Germany（慕尼黑大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Improving Continuous Grasp Force Decoding from EEG with Time-Frequency Regressors and Premotor-Parietal Network Integration

Parth G. Dangi, Yogesh Kumar Meena

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Comments 7 pages, 5 figures, 2 tables, selected for presentation in special session of System, Man, Cybernetics (SMC) conference, 2025. The codes developed for this paper is available in the GitHub repository given in the conclusion section of this paper

ADSEL: Adaptive dual self-expression learning for EEG feature selection via incomplete multi-dimensional emotional tagging

Tianze Yu, Junming Zhang, Wenjia Dong, Xueyuan Xu, Li Zhuo

机构 * School of Information Science and Technology, Beijing University of Technology, Beijing 100124, China（信息科学与技术学院，北京理工大学，北京） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

CWEFS: Brain volume conduction effects inspired channel-wise EEG feature selection for multi-dimensional emotion recognition

Xueyuan Xu, Wenjia Dong, Fulin Wei, Li Zhuo

机构 * School of Information Science and Technology, Beijing University of Technology（信息科学与技术学院，北京理工大学） ； School of Artificial Intelligence, Anhui University（人工智能学院，安徽大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Implicit Search Intent Recognition using EEG and Eye Tracking: Novel Dataset and Cross-User Prediction

Mansi Sharma, Shuang Chen, Philipp Müller, Maurice Rekrut, Antonio Krüger

机构 * DFKI（德累斯顿夫琅和斐研究所） ； Saarland Informatics Campus（萨尔州信息技术校区） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Journal ref ACM ICMI 2023

Distinguishing Target and Non-Target Fixations with EEG and Eye Tracking in Realistic Visual Scenes

Mansi Sharma, Camilo Andrés Martínez Martínez, Benedikt Emanuel Wirth, Antonio Krüger, Philipp Müller

机构 * Saarland University, DFKI（萨尔兰大学，德意志联邦研究院） ； DFKI, Saarland University（德意志联邦研究院，萨尔兰大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Journal ref ACM ICMI 2024

EEG-SCMM: Soft Contrastive Masked Modeling for Cross-Corpus EEG-Based Emotion Recognition

Qile Liu, Weishan Ye, Lingli Zhang, Zhen Liang

机构 * Shenzhen University（深圳大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Comments 18 pages, 10 figures, 14 tables. Accepted in ACMMM 2025

Deep Learning for Gradient and BCG Artifacts Removal in EEG During Simultaneous fMRI

K. A. Shahriar, E. H. Bhuiyan, Q. Luo, M. E. H. Chowdhury, X. J. Zhou

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Comments 15 pages and 13 figures

Bi-GRU Based Deception Detection using EEG Signals

Danilo Avola, Muhammad Yasir Bilal, Emad Emam, Cristina Lakasz, Daniele Pannone, Amedeo Ranaldi

机构 * Department of Computer Science, Sapienza University of Rome（计算机科学系，罗马萨皮恩扎大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

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 EEG解码 ：EEG(title,abstract)；分类 cs.LG

An Investigation of Ear-EEG Signals for a Novel Biometric Authentication System

Danilo Avola, Giancarlo Crocetti, Gian Luca Foresti, Daniele Pannone, Claudio Piciarelli, Amedeo Ranaldi

机构 * Department of Computer Science, Sapienza University, Italy（意大利萨皮恩扎大学计算机科学系） ； Department of Mathematics and Computer Science, University of Udine, Italy（意大利乌迪内大学数学与计算机科学系） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

EEG-fused Digital Twin Brain for Autonomous Driving in Virtual Scenarios

Yubo Hou, Zhengxin Zhang, Ziyi Wang, Wenlian Lu, Jianfeng Feng, Taiping Zeng

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC

The Evaluation of Breathing 5:5 effect on resilience, stress and balance center measured by Single-Channel EEG

Eliezer Yahalom, Neta Maimon, Lior Molcho, Talya Zeimer, Ofir Chibotero, Nathan Intrator

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC

Dissociating Cognitive Load and Stress Responses Using Single-Channel EEG: Behavioral and Neural Correlates of Anxiety Across Cognitive States

Neta Batya Maimon, Lior Molcho, Talya Zaimer, Ofir Chibotero, Nathan Intrator, Eliezer Yahalom

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC

Discrepancies in Mental Workload Estimation: Self-Reported versus EEG-Based Measures in Data Visualization Evaluation

Soobin Yim, Sangbong Yoo, Chanyoung Yoon, Chanyoung Jung, Chansoo Kim, Yun Jang, Ghulam Jilani Quadri

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.HC

Distinct Modes of Functional Neural Organization in Autism: Insights from Dynamical Systems Analysis of Resting-State EEG

Sungwoo Ahn, Leonid L Rubchinsky, Evie A Malaia

专题命中 EEG解码 ：EEG(title,abstract)；分类 q-bio.NC

Comments 64 pages, 21 figures, 8 tables

Journal ref Biological Psychology (2025), 199:109077

TransformEEG: Towards Improving Model Generalizability in Deep Learning-based EEG Parkinson's Disease Detection

Federico Del Pup, Riccardo Brun, Filippo Iotti, Edoardo Paccagnella, Mattia Pezzato, Sabrina Bertozzo, Andrea Zanola, Louis Fabrice Tshimanga, Henning Müller, Manfredo Atzori

机构 * Department of Information Engineering, University of Padua（信息工程系，帕多瓦大学） ； Department of Neuroscience, University of Padua（神经科学系，帕多瓦大学） ； Padova Neuroscience Center, University of Padua（帕多瓦神经科学中心，帕多瓦大学） ； Information Systems Institute, University of Applied Sciences Western Switzerland (HES-SO Valais)（信息系统研究所，瑞士西部应用科学大学（HES-SO瓦莱）） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments Submitted for possible publication. GitHub repository: see https://github.com/MedMaxLab/transformeeg

Diagnosing epilepsy using entropy measures and embedding parameters of EEG signals

Fatemeh Valipour, Zahra Valipour, Mani Garousi, Ali Khadem

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Frequency-Specific Neural Response and Cross-Correlation Analysis of Envelope Following Responses to Native Speech and Music Using Multichannel EEG Signals: A Case Study

Md. Mahbub Hasan, Md Rakibul Hasan, Md Zakir Hossain, Tom Gedeon

机构 * Department of Electrical and Electronic Engineering, Khulna University of Engineering & Technology（电气与电子工程系，库尔纳大学工程与技术学院） ； School of Electrical Engineering, Computing and Mathematical Sciences, Curtin University（电气工程、计算与数学科学学院， Curtin 大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Pre-Training Graph Contrastive Masked Autoencoders are Strong Distillers for EEG

Xinxu Wei, Kanhao Zhao, Yong Jiao, Hua Xie, Lifang He, Yu Zhang

机构 * Department of Electrical and Computer Engineering, Lehigh University, Bethlehem, PA, USA（电气与计算机工程系，莱维大学） ； Department of Bioengineering, Lehigh University, Bethlehem, PA, USA（生物工程系，莱维大学） ； Center for Neuroscience Research, Children’s National Hospital, Washington, DC, USA（神经科学研究中心，儿童国家医院） ； Department of Computer Science and Engineering, Lehigh University, Bethlehem, PA, USA（计算机科学与工程系，莱维大学） 纠错

专题命中 EEG解码 ：EEG(title,abstract)；分类 cs.LG

Comments 24 pages

SHAP-AAD: DeepSHAP-Guided Channel Reduction for EEG Auditory Attention Detection

Rayan Salmi, Guorui Lu, Qinyu Chen

专题命中 EEG解码 ：EEG(title,abstract)；分类 eess.SP

Comments 5 pages, conference