脑机接口 / BCI

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

Identification of Epileptic Spasms (ESES) Phases Using EEG Signals: A Vision Transformer Approach

Wei Gong, Yaru Li

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

Modified Feature Selection for Improved Classification of Resting-State Raw EEG Signals in Chronic Knee Pain

Jean Li, Dirk De Ridder, Divya Adhia, Matthew Hall, Jeremiah D. Deng

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

Comments 9 pages, 4 figures; accepted by IEEE Transactions on Biomedical Engineering

Dynamic EEG-fMRI mapping: Revealing the relationship between brain connectivity and cognitive state

Guiran Liu, Binrong Zhu

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

Comments 15 pages, Subjects: Machine Learning (cs.LG); Human-Computer Interaction (cs.HC); Signal Processing (eess.SP)

SWIM: Short-Window CNN Integrated with Mamba for EEG-Based Auditory Spatial Attention Decoding

Ziyang Zhang, Andrew Thwaites, Alexandra Woolgar, Brian Moore, Chao Zhang

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

Comments accepted by SLT 2024

Support Vector Machine for Person Classification Using the EEG Signals

Naveenkumar G Venkataswamy, Masudul H Imtiaz

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

Journal ref 2023 International Conference on Electrical, Computer and Energy Technologies (ICECET)

Implementation of tools for lessening the influence of artifacts in EEG signal analysis

Mario Molina-Molina, Lorenzo J. Tardon, Ana M. Barbancho, Isabel Barbancho

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

Comments 14 pages

Journal ref Applied Sciences, 14,971, 2024

EEG Signal Denoising Using pix2pix GAN: Enhancing Neurological Data Analysis

Haoyi Wang, Xufang Chen, Yue Yang, Kewei Zhou, Meining Lv, Dongrui Wang, Wenjie Zhang

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

Comments 17 pages,6 figures

Energy-based features and bi-LSTM neural network for EEG-based music and voice classification

Isaac Ariza, Ana M. Barbancho, Lorenzo J. Tardon, Isabel Barbancho

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

Comments 12 pages

Journal ref Neural Comput and Applic 36, 791-802, 2024

Bi-LSTM neural network for EEG-based error detection in musicians' performance

Isaac Ariza, Lorenzo J. Tardon, Ana M. Barbancho, Irene De-Torres, Isabel Barbancho

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

Comments 8 pages

Journal ref Biomedical Signal Proces. and Control, Vol.78, 2022

Preprocessing for lessening the influence of eye artifacts in eeg analysis

Alejandro Villena, Lorenzo J. Tardon, Isabel Barbancho, Ana M. Barbancho, Elvira Brattico, Niels T. Haumann

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

Comments 16 pages, journal article

Journal ref Appl. Sci. 2019, 9, 1757