脑机接口 / BCI - arXivDaily 专题

2502.12048 2025-12-02 cs.AI cs.HC cs.LG 86%

A Survey on Bridging EEG Signals and Generative AI: From Image and Text to Beyond

关于将EEG信号与生成式AI连接的综述：从图像和文本到更广泛的领域

Shreya Shukla, Jose Torres, Akshaj Murhekar, Christina Liu, Abhijit Mishra, Jacek Gwizdka, Shounak Roychowdhury

机构 * School of Information, The University of Texas at Austin, Austin, TX, USA（信息学院，德克萨斯大学奥斯汀分校，奥斯汀，德克萨斯州）

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

AI总结本综述探讨了将EEG信号转化为图像、文本和音频的生成式AI方法，分析了当前技术趋势与挑战，为未来研究提供参考。

2511.20835 2025-11-27 q-bio.NC cs.HC 86%

Symbiotic Brain-Machine Drawing via Visual Brain-Computer Interfaces

通过视觉脑机接口实现共生式脑机绘画

Gao Wang, Yingying Huang, Lars Muckli, Daniele Faccio

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

AI总结本文提出了一种非侵入性脑机接口，利用视觉刺激和SSVEPs实现思维绘画，通过共生式人机交互显著提升BCI比特率，为AI增强型BCI的发展提供平台。

2510.19832 2025-10-24 eess.SP cs.LG 86%

Low-Latency Neural Inference on an Edge Device for Real-Time Handwriting Recognition from EEG Signals

Ovishake Sen, Raghav Soni, Darpan Virmani, Akshar Parekh, Patrick Lehman, Sarthak Jena, Adithi Katikhaneni, Adam Khalifa, Baibhab Chatterjee

机构 * Electrical and Computer Engineering, University of Florida（电子与计算机工程系，佛罗里达大学）； Computer and Information Science and Engineering, University of Florida（计算机与信息科学与工程，佛罗里达大学）； Behavioral and Cognitive Neuroscience, University of Florida（行为与认知神经科学，佛罗里达大学）

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

Comments 18 pages

2510.19829 2025-10-24 eess.SP cs.AI cs.LG 86%

SSL-SE-EEG: A Framework for Robust Learning from Unlabeled EEG Data with Self-Supervised Learning and Squeeze-Excitation Networks

Meghna Roy Chowdhury, Yi Ding, Shreyas Sen

机构 * Elmore Family School of Electrical and Computer Engineering, Purdue University, USA（电气与计算机工程学院，普渡大学）

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

Comments 6 figures, 2 tables, 8 pages

Journal ref 2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)

2506.07481 2025-08-27 eess.SP q-bio.NC 86%

Decoding Saccadic Eye Movements from Brain Signals Using an Endovascular Neural Interface

Suleman Rasheed, James Bennett, Peter E. Yoo, Anthony N. Burkitt, David B. Grayden

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

2501.08518 2025-07-24 cs.HC cs.AI eess.SP q-bio.QM 86%

Alleviating Seasickness through Brain-Computer Interface-based Attention Shift

Xiaoyu Bao, Kailin Xu, Jiawei Zhu, Haiyun Huang, Kangning Li, Qiyun Huang, Yuanqing Li

机构 * School of Automation Science and Engineering（自动化科学与工程学院）； South China University of Technology（华南理工大学）； Research Center for Brain–Computer Interface（脑机接口研究中心）； Pazhou Laboratory（琶洲实验室）； School of Artificial Intelligence（人工智能学院）； South China Normal University（华南师范大学）； School of Psychology（心理学学院）； South China Brain–Computer Interface Technology Co., Ltd.（华南脑机接口技术有限公司）

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

2502.19281 2025-07-08 eess.SP cs.AI cs.LG 86%

Integrating Biological and Machine Intelligence: Attention Mechanisms in Brain-Computer Interfaces

Jiyuan Wang, Weishan Ye, Jialin He, Li Zhang, Gan Huang, Zhuliang Yu, Zhen Liang

机构 * The School of Biomedical Engineering（生物医学工程学院）； The Guangdong Provincial Key Laboratory of Biomedical Measurements（生物医学测量与超声成像广东省重点实验室）； Shien-Ming Wu School of Intelligent Engineering（沈铭武智能工程学院）； Institute for Super Robotics（超机器人研究所）

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

2109.04235 2025-04-03 eess.SP cs.LG 86%

EEGDnet: Fusing Non-Local and Local Self-Similarity for 1-D EEG Signal Denoising with 2-D Transformer

Peng Yi, Kecheng Chen, Zhaoqi Ma, Di Zhao, Xiaorong Pu, Yazhou Ren

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

2411.11874 2025-03-26 eess.SP cs.HC 86%

Personalized Continual EEG Decoding: Retaining and Transferring Knowledge

Dan Li, Hye-Bin Shin, Kang Yin, Seong-Whan Lee

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

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

1. EEG解码 3894 篇

A Survey on Bridging EEG Signals and Generative AI: From Image and Text to Beyond

Symbiotic Brain-Machine Drawing via Visual Brain-Computer Interfaces

Low-Latency Neural Inference on an Edge Device for Real-Time Handwriting Recognition from EEG Signals

SSL-SE-EEG: A Framework for Robust Learning from Unlabeled EEG Data with Self-Supervised Learning and Squeeze-Excitation Networks

Decoding Saccadic Eye Movements from Brain Signals Using an Endovascular Neural Interface

Alleviating Seasickness through Brain-Computer Interface-based Attention Shift

Integrating Biological and Machine Intelligence: Attention Mechanisms in Brain-Computer Interfaces

EEGDnet: Fusing Non-Local and Local Self-Similarity for 1-D EEG Signal Denoising with 2-D Transformer

Personalized Continual EEG Decoding: Retaining and Transferring Knowledge

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