脑机接口 / BCI - arXivDaily 专题

2508.09242 2025-08-14 q-bio.QM cs.AI cs.HC 83%

Cross-BCI, A Cross-BCI-Paradigm Classifica-tion Model Towards Universal BCI Applications

Gaojie Zhou, Junhua Li

专题命中 EEG解码：BCI(title,abstract)；brain-computer interface(abstract)；分类 cs.HC

2508.05231 2025-08-12 cs.HC cs.AI 83%

FDC-Net: Rethinking the association between EEG artifact removal and multi-dimensional affective computing

Wenjia Dong, Xueyuan Xu, Tianze Yu, Junming Zhang, 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）

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

2508.05933 2025-08-11 cs.HC cs.AI 83%

REFS: Robust EEG feature selection with missing multi-dimensional annotation for emotion recognition

Xueyuan Xu, Wenjia Dong, Fulin Wei, 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）； School of Artificial Intelligence, Anhui University, Beijing 100124, China（人工智能学院，安徽大学，北京）

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

2507.22892 2025-08-01 cs.HC cs.CL 83%

Hybrid EEG--Driven Brain--Computer Interface: A Large Language Model Framework for Personalized Language Rehabilitation

Ismail Hossain, Mridul Banik

机构 * Department of Computer Science George Mason University Fairfax, VA, USA ； Department of Computer Science Colorado State University Fort Collins, CO, USA

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

2408.16145 2025-06-11 cs.HC 83%

DrowzEE-G-Mamba: Leveraging EEG and State Space Models for Driver Drowsiness Detection

Gourav Siddhad, Sayantan Dey, Partha Pratim Roy

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

Comments 8 Pages, 2 Figures, 1 Table

Journal ref International Conference on Pattern Recognition (ICPR) 2024

2506.03442 2025-06-09 eess.SP 83%

StARS DCM: A Sleep Stage-Decoding Forehead EEG Patch for Real-time Modulation of Sleep Physiology

William G. Coon, Preston Peranich, Griffin Milsap

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

2505.24301 2025-06-02 cs.CV cs.HC 83%

Category-aware EEG image generation based on wavelet transform and contrast semantic loss

Enshang Zhang, Zhicheng Zhang, Takashi Hanakawa

机构 * Department of Integrated Neuroanatomy and Neuroimaging, Kyoto University Graduate School of Medicine（整合神经解剖与神经影像学系，京都大学医学研究院）； JancsiLab, JancsiTech（Jancsi实验室，Jancsi科技）； Sino-Finland Joint AI Laboratory for Child Health of Zhejiang Province（浙江省儿童健康中芬联合人工智能实验室）

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

2505.18117 2025-06-02 q-bio.NC q-bio.QM 83%

Multi-Modal Spectral Parametrization Method (MMSPM) for analyzing EEG activity with distinct scaling regimes

Frigyes Samuel Racz, John Milton, Juan Luis Cabrera, Gábor Csukly, José del R. Millán

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

Comments 6 pages, 4, figures. This work has been submitted for publication to the 12th Annual IEEE EMBS International Conference on Neural Engineering (https://neuro.embs.org/2025/)

2505.23042 2025-05-30 cs.LG cs.AI 83%

From Theory to Application: Fine-Tuning Large EEG Model with Real-World Stress Data

Siwen Wang, Shitou Zhang, Wan-Lin Chen, Dung Truong, Tzyy-Ping Jung

机构 * Department of Mathematics and Computer Science, Qingdao Academy（数学与计算机科学系，青岛学院）； Department of Information Engineering, the Chinese University of Hong Kong（信息工程系，香港中文大学）； Department of Bioengineering, University of California, San Deigo（生物工程系，加州大学圣地亚哥分校）； Swartz Center for Computational Neuroscience, University of California, San Diego（计算神经科学中心，加州大学圣地亚哥分校）

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

2410.14453 2025-05-20 q-bio.NC 83%

How EEG preprocessing shapes decoding performance

Roman Kessler, Alexander Enge, Michael A. Skeide

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

2409.00035 2025-04-23 eess.SP cs.HC cs.LG cs.NE q-bio.NC 83%

EEG Right & Left Voluntary Hand Movement-based Virtual Brain-Computer Interfacing Keyboard Using Hybrid Deep Learning Approach

Biplov Paneru, Bipul Thapa, Bishwash Paneru, Sanjog Chhetri Sapkota

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

Comments Please note: This is the preprint version of the manuscript. The final peer-reviewed version has been published in Advanced Engineering Informatics, Volume 65, Part D, 2025, and is available at: https://doi.org/10.1016/j.aei.2025.103304 Please cite the published journal version for referencing this work

2502.11659 2025-02-19 cs.HC 83%

An Innovative Brain-Computer Interface Interaction System Based on the Large Language Model

Jing Jin, Yutao Zhang, Ruitian Xu, Yixin Chen

专题命中 EEG解码：brain-computer interface(title,abstract)；BCI(abstract)；分类 cs.HC

Comments 10 pages,3 figures

2502.05931 2025-02-11 cs.LG cs.AI cs.CR 83%

Protecting Intellectual Property of EEG-based Neural Networks with Watermarking

Ahmed Abdelaziz, Ahmed Fathi, Ahmed Fares

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

Comments 21 pages, 13 figures, and 6 tables

2502.04132 2025-02-07 cs.LG 83%

Transfer Learning for Covert Speech Classification Using EEG Hilbert Envelope and Temporal Fine Structure

Saravanakumar Duraisamy, Mateusz Dubiel, Maurice Rekrut, Luis A. Leiva

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

Comments Accepted to ICASSP 2025

2402.05216 2025-02-04 q-bio.NC 83%

TMS-EEG Reliability: Bridging the Gap to Clinical Use

Giacomo Bertazzoli, Carlo Miniussi, Petro Julkunen, Marta Bortoletto

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

Comments 57 pages, 4 figures

2501.05525 2025-01-13 cs.HC 83%

MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data

Gourav Siddhad, Juhi Singh, Partha Pratim Roy

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

Comments 8 pages, 3 figures

2412.20052 2024-12-31 cs.HC cs.NE 83%

Improving SSVEP BCI Spellers With Data Augmentation and Language Models

Joseph Zhang, Ruiming Zhang, Kipngeno Koech, David Hill, Kateryna Shapovalenko

专题命中 EEG解码：BCI(title)；brain-computer interface(abstract)；EEG(abstract)；分类 cs.HC

2412.15862 2024-12-23 cs.LG 83%

MarkovType: A Markov Decision Process Strategy for Non-Invasive Brain-Computer Interfaces Typing Systems

Elifnur Sunger, Yunus Bicer, Deniz Erdogmus, Tales Imbiriba

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

Comments 9 pages, 4 figures

2411.18392 2024-11-28 eess.SP 83%

The more, the better? Evaluating the role of EEG preprocessing for deep learning applications

Federico Del Pup, Andrea Zanola, Louis Fabrice Tshimanga, Alessandra Bertoldo, Manfredo Atzori

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

Comments Submitted to IEEE for possible publication. Currently under revision. Federico Del Pup and Andrea Zanola are co-first authors. GitHub repository: see https://github.com/MedMaxLab/eegprepro

2410.19953 2024-10-29 q-bio.NC 83%

EEG Based Decoding of the Perception and Regulation of Taboo Words

Parisa Ahmadi Ghomroudi, Michele Scaltritti, Bianca Monachesi, Peera Wongupparaj, Remo Job, Alessandro Grecucci

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

2103.03621 2024-10-28 cs.HC cs.SD eess.AS 83%

Low-latency auditory spatial attention detection based on spectro-spatial features from EEG

Siqi Cai, Pengcheng Sun, Tanja Schultz, Haizhou Li

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

Comments This work has been submitted to the IEEE for possible publication

2410.08561 2024-10-14 cs.HC 83%

Towards Effective Deep Neural Network Approach for Multi-Trial P300-based Character Recognition in Brain-Computer Interfaces

Praveen Kumar Shukla, Hubert Cecotti, Yogesh Kumar Meena

专题命中 EEG解码：brain-computer interface(title,abstract)；BCI(abstract)；分类 cs.HC

2401.15743 2024-10-08 eess.SP cs.HC cs.LG q-bio.NC 83%

Real-time EEG-based Emotion Recognition Model using Principal Component Analysis and Tree-based Models for Neurohumanities

Miguel A. Blanco-Rios, Milton O. Candela-Leal, Cecilia Orozco-Romo, Paulina Remis-Serna, Carol S. Velez-Saboya, Jorge De-J. Lozoya-Santos, Manuel Cebral-Loureda, Mauricio A. Ramirez-Moreno

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

Comments 20 pages, 7 figures. Submitted to Frontiers in Human Neuroscience

Journal ref Frontiers in Human Neuroscience, 18, 1319574 (2024)

2409.20086 2024-10-01 cs.HC 83%

Optimising EEG decoding with refined sampling and multimodal feature integration

Arash Akbarinia

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

2409.11751 2024-09-19 eess.SP 83%

Accelerated Algorithms for Source Orientation Detection (AORI) and Spatiotemporal LCMV (ALCMV) Beamforming in EEG Source Localization

Ava Yektaeian Vaziri, Bahador Makkiabadi

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

2408.07083 2024-08-15 cs.LG cs.AI 83%

Masked EEG Modeling for Driving Intention Prediction

Jinzhao Zhou, Justin Sia, Yiqun Duan, Yu-Cheng Chang, Yu-Kai Wang, Chin-Teng Lin

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

2407.20519 2024-07-31 cs.HC cs.AI 83%

DuA: Dual Attentive Transformer in Long-Term Continuous EEG Emotion Analysis

Yue Pan, Qile Liu, Qing Liu, Li Zhang, Gan Huang, Xin Chen, Fali Li, Peng Xu, Zhen Liang

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

Comments 11 pages, 3 figures

2406.16910 2024-06-26 eess.SP cs.AI cs.HC cs.LG q-bio.NC 83%

Mind's Eye: Image Recognition by EEG via Multimodal Similarity-Keeping Contrastive Learning

Chi-Sheng Chen, Chun-Shu Wei

专题命中 EEG解码：EEG(title,abstract)；分类 q-bio.NC、eess.SP、cs.LG

Comments 19 pages, 14 figures

2405.09575 2024-05-17 eess.SP 83%

JNEEG shield for Jetson Nano for real-time EEG signal processing with deep learning

Ildar Rakhmatulin

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

2306.16910 2024-04-10 q-bio.QM eess.SP stat.ME 83%

Ongoing EEG artifact correction using blind source separation

Nicole Ille, Yoshiaki Nakao, Yano Shumpei, Toshiyuki Taura, Arndt Ebert, Harald Bornfleth, Suguru Asagi, Kanoko Kozawa, Izumi Itabashi, Takafumi Sato, Rie Sakuraba, Rie Tsuda, Yosuke Kakisaka, Kazutaka Jin, Nobukazu Nakasato

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

Comments 16 pages, 4 figures, 3 tables

Journal ref Clinical Neurophysiology 158 (2024) 149-158

1. EEG解码 3877 篇

Cross-BCI, A Cross-BCI-Paradigm Classifica-tion Model Towards Universal BCI Applications

FDC-Net: Rethinking the association between EEG artifact removal and multi-dimensional affective computing

REFS: Robust EEG feature selection with missing multi-dimensional annotation for emotion recognition

Hybrid EEG--Driven Brain--Computer Interface: A Large Language Model Framework for Personalized Language Rehabilitation

DrowzEE-G-Mamba: Leveraging EEG and State Space Models for Driver Drowsiness Detection

StARS DCM: A Sleep Stage-Decoding Forehead EEG Patch for Real-time Modulation of Sleep Physiology

Category-aware EEG image generation based on wavelet transform and contrast semantic loss

Multi-Modal Spectral Parametrization Method (MMSPM) for analyzing EEG activity with distinct scaling regimes

From Theory to Application: Fine-Tuning Large EEG Model with Real-World Stress Data

How EEG preprocessing shapes decoding performance

EEG Right & Left Voluntary Hand Movement-based Virtual Brain-Computer Interfacing Keyboard Using Hybrid Deep Learning Approach

An Innovative Brain-Computer Interface Interaction System Based on the Large Language Model

Protecting Intellectual Property of EEG-based Neural Networks with Watermarking

Transfer Learning for Covert Speech Classification Using EEG Hilbert Envelope and Temporal Fine Structure

TMS-EEG Reliability: Bridging the Gap to Clinical Use

MECASA: Motor Execution Classification using Additive Self-Attention for Hybrid EEG-fNIRS Data

Improving SSVEP BCI Spellers With Data Augmentation and Language Models

MarkovType: A Markov Decision Process Strategy for Non-Invasive Brain-Computer Interfaces Typing Systems

The more, the better? Evaluating the role of EEG preprocessing for deep learning applications

EEG Based Decoding of the Perception and Regulation of Taboo Words

Low-latency auditory spatial attention detection based on spectro-spatial features from EEG

Towards Effective Deep Neural Network Approach for Multi-Trial P300-based Character Recognition in Brain-Computer Interfaces

Real-time EEG-based Emotion Recognition Model using Principal Component Analysis and Tree-based Models for Neurohumanities

Optimising EEG decoding with refined sampling and multimodal feature integration

Accelerated Algorithms for Source Orientation Detection (AORI) and Spatiotemporal LCMV (ALCMV) Beamforming in EEG Source Localization

Masked EEG Modeling for Driving Intention Prediction

DuA: Dual Attentive Transformer in Long-Term Continuous EEG Emotion Analysis

Mind's Eye: Image Recognition by EEG via Multimodal Similarity-Keeping Contrastive Learning

JNEEG shield for Jetson Nano for real-time EEG signal processing with deep learning

Ongoing EEG artifact correction using blind source separation