脑机接口 / BCI

A brain-inspired generative model for EEG-based cognitive state identification

Bin Hu, Zhi-Hong Guan

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

Awake at the Wheel: Enhancing Automotive Safety through EEG-Based Fatigue Detection

Gourav Siddhad, Sayantan Dey, Partha Pratim Roy, Masakazu Iwamura

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

Comments 7 Pages, 2 Figure, 1 Table

Journal ref International Conference on Pattern Recognition (ICPR) 2024

Capturing Aperiodic Temporal Dynamics of EEG Signals through Stochastic Fluctuation Modeling

Yuhao Sun, Zhiyuan Ma, Xinke Shen, Jinhao Li, Guan Wang, Sen Song

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

SPEED: Scalable Preprocessing of EEG Data for Self-Supervised Learning

Anders Gjølbye, Lina Skerath, William Lehn-Schiøler, Nicolas Langer, Lars Kai Hansen

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

Comments To appear in proceedings of 2024 IEEE International workshop on Machine Learning for Signal Processing

Study of Brain Connectivity by Multichannel EEG Quaternion Principal Component Analysis for Alzheimer Disease Classification

Kevin Hung, Gary Man-Tat Man, Jincheng Wang

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

Comments 15 pages, 12 figures, journal original paper

From Bedside to Desktop: A Data Protocol for Normative Intracranial EEG and Abnormality Mapping

Heather Woodhouse, Sarah J. Gascoigne, Gerard Hall, Callum Simpson, Nathan Evans, Gabrielle M. Schroeder, Peter N. Taylor, Yujiang Wang

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

Evaluating tDCS Intervention Effectiveness via Functional Connectivity Network on Resting-State EEG Data in Major Depressive Disorder

Vishwani Singh, Rohit Verma, Shaurya Shriyam, Tapan K. Gandhi

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

Comments 10 pages

Unsupervised EEG-based decoding of absolute auditory attention with canonical correlation analysis

Nicolas Heintz, Tom Francart, Alexander Bertrand

机构 * KU Leuven（库勒芬大学） 纠错

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

Classification of ADHD and Healthy Children Using EEG Based Multi-Band Spatial Features Enhancement

Md Bayazid Hossain, Md Anwarul Islam Himel, Md Abdur Rahim, Shabbir Mahmood, Abu Saleh Musa Miah, Jungpil Shin

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

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

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

Beyond the Signal: Medication State Effect on EEG-Based AI models for Parkinson's Disease

Anna Kurbatskaya, Fredrik Nilsen Låder, Andreas Solvang Nese, Kolbjørn Brønnick, Alvaro Fernandez-Quilez

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

Insights into Schizophrenia: Leveraging Machine Learning for Early Identification via EEG, ERP, and Demographic Attributes

Sara Alkhalifa

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

Comments 12 pages, 6 figures and 2 tables

Frequency-Based Alignment of EEG and Audio Signals Using Contrastive Learning and SincNet for Auditory Attention Detection

Yuan Liao, Yuhong Zhang, Qiushi Han, Yuhang Yang, Weiwei Ding, Yuzhe Gu, Hengxin Yang, Liya Huang

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

Fast $\ell_1$-Regularized EEG Source Localization Using Variable Projection

Jack Michael Solomon, Rosemary Renaut, Matthias Chung

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

Music Therapy based Stress Prediction using Homological Feature Analysis on EEG Signals

Srikireddy Dhanunjay Reddy, Tharun Kumar Reddy Bollu

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

Assessing a Single Student's Concentration on Learning Platforms: A Machine Learning-Enhanced EEG-Based Framework

Zewen Zhuo, Mohamad Najafi, Hazem Zein, Amine Nait-Ali

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

Hybrid Brain-Machine Interface: Integrating EEG and EMG for Reduced Physical Demand

Daniel Wang, Katie Hong, Zachary Sayyah, Malcolm Krolick, Emma Steinberg, Rohan Venkatdas, Sidharth Pavuluri, Yipeng Wang, Zihan Huang

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

Comments 5 pages, 5 figures, submitted to IEEE Engineering in Medicine and Biology Conference (EMBC)

Deep EEG Super-Resolution: Upsampling EEG Spatial Resolution with Generative Adversarial Networks

Isaac Corley, Yufei Huang

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

EEG Artifact Detection and Correction with Deep Autoencoders

David Aquilué-Llorens, Aureli Soria-Frisch

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

A Hodge-FAST Framework for High-Resolution Dynamic Functional Connectivity Analysis of Higher Order Interactions in EEG Signals

Om Roy, Yashar Moshfeghi, Jason Smith, Agustin Ibanez, Mario A. Parra, Keith M. Smith

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

Neural Correlates of Augmented Reality Safety Warnings: EEG Analysis of Situational Awareness and Cognitive Performance in Roadway Work Zones

Fatemeh Banani Ardecani, Amit Kumar, Sepehr Sabeti, Omidreza Shoghli

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

Journal ref Safety Science, Volume 185, May 2025, 106802

MIND-EEG: Multi-granularity Integration Network with Discrete Codebook for EEG-based Emotion Recognition

Yuzhe Zhang, Chengxi Xie, Huan Liu, Yuhan Shi, Dalin Zhang

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

Exact Fit Attention in Node-Holistic Graph Convolutional Network for Improved EEG-Based Driver Fatigue Detection

Meiyan Xu, Qingqing Chen, Duo Chen, Yi Ding, Jingyuan Wang, Peipei Gu, Yijie Pan, Deshuang Huang, Xun Zhang, Jiayang Guo

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

SSM2Mel: State Space Model to Reconstruct Mel Spectrogram from the EEG

Cunhang Fan, Sheng Zhang, Jingjing Zhang, Zexu Pan, Zhao Lv

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

Comments Accepted by ICASSP 2025

Exploring the distribution of connectivity weights in resting-state EEG networks

Shiang Hu, Xiao Gong, Xiaolong Huang, Jie Ruan, Pedro Antonio Valdes-Sosa

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

A Multi-Label EEG Dataset for Mental Attention State Classification in Online Learning

Huan Liu, Yuzhe Zhang, Guanjian Liu, Xinxin Du, Haochong Wang, Dalin Zhang

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

Motif Discovery Framework for Psychiatric EEG Data Classification

Melanija Kraljevska, Katerina Hlavackova-Schindler, Lukas Miklautz, Claudia Plant

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

Comparing Methodological Variations in Seizure Onset Localisation Algorithms using intracranial EEG

Sarah J. Gascoigne, Manel Vila-Vidal, Nathan Evans, Christopher Thornton, Heather Woodhouse, Billy Smith, Anderson Brito Da Silva, Rhys H. Thomas, Kevin Wilson, Peter N. Taylor, Adria Tauste Campo, Yujiang Wang

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

Designing and Evaluating an Adaptive Virtual Reality System using EEG Frequencies to Balance Internal and External Attention States

Francesco Chiossi, Changkun Ou, Carolina Gerhardt, Felix Putze, Sven Mayer

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

CognitionCapturer: Decoding Visual Stimuli From Human EEG Signal With Multimodal Information

Kaifan Zhang, Lihuo He, Xin Jiang, Wen Lu, Di Wang, Xinbo Gao

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