脑机接口 / BCI - arXivDaily 专题

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

机构 * Egypt Japan University of Science and Technology (EJUST)（埃及日本科学技术大学）

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

机构 * University of Luxembourg（卢森堡大学）； German Research Center for Artificial Intelligence (DFKI)（德国人工智能研究中心）

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

2403.06532 2024-03-12 eess.IV cs.CV q-bio.NC 83%

Reconstructing Visual Stimulus Images from EEG Signals Based on Deep Visual Representation Model

Hongguang Pan, Zhuoyi Li, Yunpeng Fu, Xuebin Qin, Jianchen Hu

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

2401.08321 2024-01-30 q-bio.NC cond-mat.dis-nn nlin.AO q-bio.QM 83%

Multifractal organization of EEG signals in Multiple Sclerosis

Marcin Wątorek, Wojciech Tomczyk, Magda Gawłowska, Natalia Golonka-Afek, Aleksandra Żyrkowska, Monika Marona, Marcin Wnuk, Agnieszka Słowik, Jeremi K. Ochab, Magdalena Fafrowicz, Tadeusz Marek, Paweł Oświęcimka

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

Comments 39 pages, including supplementary materials (11 figures, 4 tables)

Journal ref Biomedical Signal Processing and Control 91, 105916 (2024)

2309.14030 2024-01-04 cs.HC 83%

DeWave: Discrete EEG Waves Encoding for Brain Dynamics to Text Translation

Yiqun Duan, Jinzhao Zhou, Zhen Wang, Yu-Kai Wang, Chin-Teng Lin

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

2211.05931 2023-12-11 cs.HC 83%

EEG-based performance-driven adaptive automated hazard alerting system in security surveillance support

Xiaoshan Zhou, Pin-Chao Liao

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

2309.02079 2023-09-06 cs.HC 83%

Investigating the Impact of a Dual Musical Brain-Computer Interface on Interpersonal Synchrony: A Pilot Study

Anita Vrins, Ethel Pruss, Caterina Ceccato, Jos Prinsen, Maryam Alimardani

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

Comments 6 pages, 4 figures

2308.06401 2023-08-15 cs.HC cs.AI 83%

A Brain-Computer Interface Augmented Reality Framework with Auto-Adaptive SSVEP Recognition

Yasmine Mustafa, Mohamed Elmahallawy, Tie Luo, Seif Eldawlatly

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

2308.03555 2023-08-08 cs.HC 83%

NeuroAiR: Deep Learning Framework for Airwriting Recognition from Scalp-recorded Neural Signals

Ayush Tripathi, Aryan Gupta, A. P. Prathosh, Suriya Prakash Muthukrishnan, Lalan Kumar

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

1. EEG解码 3908 篇

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

Reconstructing Visual Stimulus Images from EEG Signals Based on Deep Visual Representation Model

Multifractal organization of EEG signals in Multiple Sclerosis

DeWave: Discrete EEG Waves Encoding for Brain Dynamics to Text Translation

EEG-based performance-driven adaptive automated hazard alerting system in security surveillance support

Investigating the Impact of a Dual Musical Brain-Computer Interface on Interpersonal Synchrony: A Pilot Study

A Brain-Computer Interface Augmented Reality Framework with Auto-Adaptive SSVEP Recognition

NeuroAiR: Deep Learning Framework for Airwriting Recognition from Scalp-recorded Neural Signals