脑机接口 / BCI - arXivDaily 专题

2412.12428 2025-03-13 cs.HC eess.SP 86%

Predicting Workload in Virtual Flight Simulations using EEG Features (Including Post-hoc Analysis in Appendix)

Bas Verkennis, Evy van Weelden, Francesca L. Marogna, Maryam Alimardani, Travis J. Wiltshire, Max M. Louwerse

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

Journal ref 2025 IEEE International Conference on Artificial Intelligence and eXtended and Virtual Reality (AIxVR), pp. 82-90, Lisbon, Portugal

2502.17468 2025-02-26 eess.SP cs.LG 86%

CSSSTN: A Class-sensitive Subject-to-subject Semantic Style Transfer Network for EEG Classification in RSVP Tasks

Ziyue Yang, Chengrui Chen, Yong Peng, Qiong Chen, Wanzeng Kong

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

2501.08585 2025-01-16 eess.SP cs.AI cs.CV cs.LG 86%

A Systematic Review of Machine Learning Methods for Multimodal EEG Data in Clinical Application

Siqi Zhao, Wangyang Li, Xiru Wang, Stevie Foglia, Hongzhao Tan, Bohan Zhang, Ameer Hamoodi, Aimee Nelson, Zhen Gao

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

Comments This paper includes 4 figures, 6 tables, and totals 18 pages

2406.11500 2024-12-31 eess.SP cs.HC 86%

ESI-GAL: EEG Source Imaging-based Trajectory Estimation for Grasp and Lift Task

Anant Jain, Lalan Kumar

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

Journal ref Elsevier Computers in Biology and Medicine, March 2025

2411.18888 2024-12-02 cs.HC cs.AI cs.CL cs.LG 86%

ArEEG_Words: Dataset for Envisioned Speech Recognition using EEG for Arabic Words

Hazem Darwish, Abdalrahman Al Malah, Khloud Al Jallad, Nada Ghneim

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

Comments arXiv admin note: substantial text overlap with arXiv:2402.15733

2411.10469 2024-11-19 cs.HC cs.CR cs.LG 86%

User-wise Perturbations for User Identity Protection in EEG-Based BCIs

Xiaoqing Chen, Siyang Li, Yunlu Tu, Ziwei Wang, Dongrui Wu

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

2203.02102 2024-10-28 eess.SP cs.HC cs.SY eess.SY 86%

BEATS: An Open-Source, High-Precision, Multi-Channel EEG Acquisition Tool System

Bing Zou, Yubo Zheng, Mu Shen, Yingying Luo, Lei Li, Lin Zhang

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

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

2405.19345 2024-10-24 eess.SP cs.LG 86%

Review of Deep Representation Learning Techniques for Brain-Computer Interfaces and Recommendations

Pierre Guetschel, Sara Ahmadi, Michael Tangermann

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

Comments Submitted to: Journal of Neural Engineering (JNE)

Journal ref Journal of Neural Engineering (2024)

2410.11867 2024-10-17 cs.HC cs.RO 86%

Neural Signal Operated Intelligent Robot: Human-guided Robot Maze Navigation through SSVEP

Jiarui Tang, Tingrui Sun, Siwen Wang

专题命中 EEG解码：neural signal(title)；BCI(abstract)；brain-computer interface(abstract)；EEG(abstract)

2410.00013 2024-10-02 eess.SP cs.LG 86%

Enhancing EEG Signal Generation through a Hybrid Approach Integrating Reinforcement Learning and Diffusion Models

Yang An, Yuhao Tong, Weikai Wang, Steven W. Su

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

2409.18973 2024-10-01 eess.SP cs.AI q-bio.NC 86%

EEG-EMG FAConformer: Frequency Aware Conv-Transformer for the fusion of EEG and EMG

ZhengXiao He, Minghong Cai, Letian Li, Siyuan Tian, Ren-Jie Dai

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

2405.00726 2024-09-23 eess.SP cs.AI cs.HC 86%

Unveiling Thoughts: A Review of Advancements in EEG Brain Signal Decoding into Text

Saydul Akbar Murad, Nick Rahimi

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

Journal ref IEEE Transactions on Cognitive and Developmental Systems (2024)

2408.03449 2024-08-08 eess.SP cs.AI cs.LG 86%

EEGMobile: Enhancing Speed and Accuracy in EEG-Based Gaze Prediction with Advanced Mobile Architectures

Teng Liang, Andrews Damoah

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

Comments Accepted HCI International 2024 - Late Breaking Work

2312.09449 2024-07-30 eess.SP cs.CY cs.LG 86%

vEEGNet: learning latent representations to reconstruct EEG raw data via variational autoencoders

Alberto Zancanaro, Giulia Cisotto, Italo Zoppis, Sara Lucia Manzoni

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

Journal ref Ziefle, M., Lozano, M.D., Mulvenna, M. (eds) Information and Communication Technologies for Ageing Well and e-Health. ICT4AWE 2023. Communications in Computer and Information Science, Springer

2401.10746 2024-05-24 eess.SP cs.AI cs.LG 86%

A Systematic Evaluation of Euclidean Alignment with Deep Learning for EEG Decoding

Bruna Junqueira, Bruno Aristimunha, Sylvain Chevallier, Raphael Y. de Camargo

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

Comments 14 pages and 10 figures

2210.06554 2024-05-21 cs.LG cs.AI eess.SP 86%

Toward the application of XAI methods in EEG-based systems

Andrea Apicella, Francesco Isgrò, Andrea Pollastro, Roberto Prevete

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

Comments Accepted at XAI.it 2022 - Italian Workshop on Explainable Artificial Intelligence (https://ceur-ws.org/Vol-3277/paper1.pdf)

Journal ref 3rd Italian Workshop on Explainable Artificial Intelligence, XAI.it 2022; Conference date: 28 November 2022 through 3 December 2022

2405.00723 2024-05-03 eess.SP cs.AI cs.LG 86%

EEG_RL-Net: Enhancing EEG MI Classification through Reinforcement Learning-Optimised Graph Neural Networks

Htoo Wai Aung, Jiao Jiao Li, Yang An, Steven W. Su

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

2312.09417 2024-03-08 eess.SP cs.LG 86%

DTP-Net: Learning to Reconstruct EEG signals in Time-Frequency Domain by Multi-scale Feature Reuse

Yan Pei, Jiahui Xu, Qianhao Chen, Chenhao Wang, Feng Yu, Lisan Zhang, Wei Luo

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

Comments 18 pages, 10 figures

Journal ref IEEE Journal of Biomedical and Health Informatics. 2024: 1-12

2402.09453 2024-02-16 eess.SP cs.AI cs.LG 86%

Improving EEG Signal Classification Accuracy Using Wasserstein Generative Adversarial Networks

Joshua Park, Priyanshu Mahey, Ore Adeniyi

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

Comments 11 pages, 2 tables, 3 figures

2401.01896 2024-01-05 cs.CR cs.LG eess.SP 86%

Reputation-Based Federated Learning Defense to Mitigate Threats in EEG Signal Classification

Zhibo Zhang, Pengfei Li, Ahmed Y. Al Hammadi, Fusen Guo, Ernesto Damiani, Chan Yeob Yeun

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

2311.07079 2023-11-16 cs.LG cs.AI eess.SP 86%

Sample Dominance Aware Framework via Non-Parametric Estimation for Spontaneous Brain-Computer Interface

Byeong-Hoo Lee, Byoung-Hee Kwon, Seong-Whan Lee

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

Comments 5 pages, 2 figures

2307.02819 2023-07-07 cs.HC cs.LG 86%

Trends in Machine Learning and Electroencephalogram (EEG): A Review for Undergraduate Researchers

Nathan Koome Murungi, Michael Vinh Pham, Xufeng Dai, Xiaodong Qu

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

Comments 14 pages, 1 figure, HCI International 2023 Conference

2304.11106 2023-04-28 cs.NE cs.LG eess.SP 86%

A Convolutional Spiking Network for Gesture Recognition in Brain-Computer Interfaces

Yiming Ai, Bipin Rajendran

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

Comments Accepted at AICAS 2023

2304.06495 2023-04-14 eess.SP cs.LG 86%

An embedding for EEG signals learned using a triplet loss

Pierre Guetschel, Théodore Papadopoulo, Michael Tangermann

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

Comments 23 pages, 11 figures, 5 appendix pages, 6 appendix figures, work conducted in 2020-2021 during an ARPE (https://ens-paris-saclay.fr/en/masters/ens-paris-saclay-degree/year-pre-doctoral-research-abroad-arpe)

2304.06036 2023-04-14 eess.SP cs.HC 86%

Upper Limb Movement Execution Classification using Electroencephalography for Brain Computer Interface

Saadat Ullah Khan, Muhammad Majid, Syed Muhammad Anwar

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

2302.10121 2023-03-21 cs.HC q-bio.NC 86%

EEG2IMAGE: Image Reconstruction from EEG Brain Signals

Prajwal Singh, Pankaj Pandey, Krishna Miyapuram, Shanmuganathan Raman

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

Comments Accepted in ICASSP 2023

2206.14483 2022-11-16 cs.LG cs.AI eess.SP 86%

Data augmentation for learning predictive models on EEG: a systematic comparison

Cédric Rommel, Joseph Paillard, Thomas Moreau, Alexandre Gramfort

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

Comments Accepted in Journal of Neural Engineering

2210.06298 2022-10-13 eess.SP cs.AI cs.LG 86%

Cross Task Neural Architecture Search for EEG Signal Classifications

Yiqun Duan, Zhen Wang, Yi Li, Jianhang Tang, Yu-Kai Wang, Chin-Teng Lin

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

2209.01511 2022-09-07 cs.LG eess.SP 86%

Transfer Learning of an Ensemble of DNNs for SSVEP BCI Spellers without User-Specific Training

Osman Berke Guney, Huseyin Ozkan

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

Comments 8 pages, 5 figures

2208.11743 2022-08-26 cs.LG eess.SP 86%

EEG4Students: An Experimental Design for EEG Data Collection and Machine Learning Analysis

Guangyao Dou, Zheng Zhou

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

1. EEG解码 3877 篇

Predicting Workload in Virtual Flight Simulations using EEG Features (Including Post-hoc Analysis in Appendix)

CSSSTN: A Class-sensitive Subject-to-subject Semantic Style Transfer Network for EEG Classification in RSVP Tasks

A Systematic Review of Machine Learning Methods for Multimodal EEG Data in Clinical Application

ESI-GAL: EEG Source Imaging-based Trajectory Estimation for Grasp and Lift Task

ArEEG_Words: Dataset for Envisioned Speech Recognition using EEG for Arabic Words

User-wise Perturbations for User Identity Protection in EEG-Based BCIs

BEATS: An Open-Source, High-Precision, Multi-Channel EEG Acquisition Tool System

Review of Deep Representation Learning Techniques for Brain-Computer Interfaces and Recommendations

Neural Signal Operated Intelligent Robot: Human-guided Robot Maze Navigation through SSVEP

Enhancing EEG Signal Generation through a Hybrid Approach Integrating Reinforcement Learning and Diffusion Models

EEG-EMG FAConformer: Frequency Aware Conv-Transformer for the fusion of EEG and EMG

Unveiling Thoughts: A Review of Advancements in EEG Brain Signal Decoding into Text

EEGMobile: Enhancing Speed and Accuracy in EEG-Based Gaze Prediction with Advanced Mobile Architectures

vEEGNet: learning latent representations to reconstruct EEG raw data via variational autoencoders

A Systematic Evaluation of Euclidean Alignment with Deep Learning for EEG Decoding

Toward the application of XAI methods in EEG-based systems

EEG_RL-Net: Enhancing EEG MI Classification through Reinforcement Learning-Optimised Graph Neural Networks

DTP-Net: Learning to Reconstruct EEG signals in Time-Frequency Domain by Multi-scale Feature Reuse

Improving EEG Signal Classification Accuracy Using Wasserstein Generative Adversarial Networks

Reputation-Based Federated Learning Defense to Mitigate Threats in EEG Signal Classification

Sample Dominance Aware Framework via Non-Parametric Estimation for Spontaneous Brain-Computer Interface

Trends in Machine Learning and Electroencephalogram (EEG): A Review for Undergraduate Researchers

A Convolutional Spiking Network for Gesture Recognition in Brain-Computer Interfaces

An embedding for EEG signals learned using a triplet loss

Upper Limb Movement Execution Classification using Electroencephalography for Brain Computer Interface

EEG2IMAGE: Image Reconstruction from EEG Brain Signals

Data augmentation for learning predictive models on EEG: a systematic comparison

Cross Task Neural Architecture Search for EEG Signal Classifications

Transfer Learning of an Ensemble of DNNs for SSVEP BCI Spellers without User-Specific Training

EEG4Students: An Experimental Design for EEG Data Collection and Machine Learning Analysis