脑机接口 / BCI - arXivDaily 专题

2602.10528 2026-07-01 cs.LG cs.AI 版本更新 77%

A swap-adversarial framework for improving domain generalization in electrocorticography-based Parkinson's disease classification

基于皮层脑电图的帕金森病分类中改善领域泛化的交换对抗框架

Seongwon Jin, Hanseul Choi, Sunggu Yang, Sungho Park, Jibum Kim

机构 * Department of Computer Science and Engineering, Incheon National University（仁川国立大学计算机科学与工程系）； Department of Nanobioengineering, Incheon National University（仁川国立大学纳米生物工程系）； Center for Brain-Machine Interface, Incheon National University（仁川国立大学脑机接口中心）； Department of Artificial Intelligence, Inha University（仁荷大学人工智能系）

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

AI总结提出交换对抗框架，通过脑图引导的通道交换和领域对抗学习，缓解皮层脑电图数据的高变异性与小样本问题，实现跨被试、跨会话和跨数据集的鲁棒泛化。

2506.18962 2026-05-12 cs.HC 77%

UniMind: Unleashing the Power of LLMs for Unified Multi-Task Brain Decoding

UniMind: 激活大型语言模型的统一多任务脑解码能力

Weiheng Lu, Zhouheng Yao, Jiamin Wu, Pengyu Zhu, Yuchen Zhou, Weijian Mai, Qihao Zheng, Wanli Ouyang, Chunfeng Song

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

AI总结 UniMind通过引入大型语言模型解码复杂神经模式，提升多任务脑解码的泛化能力，实验表明其在十个数据集上平均提升12%。

Comments 19pages,4 figures

2604.22494 2026-04-27 stat.ML cs.LG 77%

FedSPDnet: Geometry-Aware Federated Deep Learning with SPDnet

FedSPDnet: 具有SPDnet的几何感知联邦深度学习

Thibault Pautrel, Florent Bouchard, Ammar Mian, Guillaume Ginolhac

专题命中 EEG解码：EEG(abstract,abstract_cn)；motor imagery(abstract)；分类 cs.LG

AI总结本文提出两种联邦学习框架，用于在对称正定矩阵上运行经典SPDnet模型，通过ProjAvg和RLAvg策略保持几何结构，提升信号处理应用的联邦学习性能。

2505.11139 2026-03-25 cs.LG 77%

Covariance Density Neural Networks

协方差密度神经网络

Om Roy, Yashar Moshfeghi, Keith Smith

机构 * Computer and Information Sciences, University of Strathclyde（斯特拉思克莱德大学计算机与信息科学系）

专题命中 EEG解码：brain computer interface(abstract)；EEG(abstract)；motor imagery(abstract)；分类 cs.LG

AI总结本文提出协方差密度神经网络，通过构建密度矩阵提升模型性能，增强鲁棒性并实现更好的泛化能力，在脑机接口任务中表现优异。

Journal ref Transactions on Machine Learning Research (TMLR) 03/2026 issn=2835-8856

2510.27075 2025-11-03 cs.HC 77%

Functional connectivity guided deep neural network for decoding high-level visual imagery

Byoung-Hee Kwon, Minji Lee, Seong-Whan Lee

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

Comments 34 pages, 8 figures, 6 tables

2507.11522 2025-07-16 cs.CV cs.LG 77%

CATVis: Context-Aware Thought Visualization

Tariq Mehmood, Hamza Ahmad, Muhammad Haroon Shakeel, Murtaza Taj

机构 * Lahore University of Management Sciences（拉瓦尔大学管理科学学院）； Forman Christian College, University（法曼基督教学院，大学）； Arbisoft（阿里软件）

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

Comments Accepted at MICCAI 2025. This is the submitted version prior to peer review. The final Version of Record will appear in the MICCAI 2025 proceedings (Springer LNCS)

2501.03757 2025-05-21 cs.SD cs.HC eess.AS 77%

NeuroIncept Decoder for High-Fidelity Speech Reconstruction from Neural Activity

Owais Mujtaba Khanday, José L. Pérez-Córdoba, Mohd Yaqub Mir, Ashfaq Ahmad Najar, Jose A. Gonzalez-Lopez

机构 * CITIC-UGR University of Granada（CITIC-UGR格拉纳达大学）； Epilepsy Centre, Dept. Clinical Sciences Lund University Hospital（癫痫中心，临床科学系隆德大学医院）； School of Computing Science and Engineering VIT Bhopal University（计算科学与工程学院VIT博帕尔大学）

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

2504.14269 2025-04-22 cs.HC 77%

Recognition of Frequencies of Short-Time SSVEP Signals Utilizing an SSCCA-Based Spatio-Spectral Feature Fusion Framework

Saif Bashar, Samia Nasir Nira, Shabbir Mahmood, Md. Humaun Kabir, Sujit Roy, Iffat Farhana

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

Comments This paper is presented in the Undergraduate Conference on Intelligent Computing and Systems (UCICS 2025) organised by Varendra University, Rajshahi, Bangladesh, 2025

2312.15682 2024-05-20 cs.HC 77%

A Grating Based High-Frequency Motion Stimulus Paradigm for Steady-State Motion Visual Evoked Potentials

Bartu Atabek, Efecan Yilmaz, Cengiz Acarturk, Murat Perit Cakir

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

2309.12056 2023-12-12 cs.AI cs.CL eess.SP 77%

BELT:Bootstrapping Electroencephalography-to-Language Decoding and Zero-Shot Sentiment Classification by Natural Language Supervision

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

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

Comments We decided to redraw the manuscript because of the multi-error in the paper due to poor writing and inspection

2211.06132 2023-12-11 cs.HC 77%

Weighing votes in human-machine collaboration for hazard recognition: Inferring hazard perceptual threshold and decision confidence from electroencephalogram wavelets

Xiaoshan Zhou, Pin-Chao Liao

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

2210.04172 2022-10-11 q-bio.NC cs.AI 77%

A Transformer-based deep neural network model for SSVEP classification

Jianbo Chen, Yangsong Zhang, Yudong Pan, Peng Xu, Cuntai Guan

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

2110.06634 2022-03-29 cs.SD cs.CL eess.AS q-bio.NC 77%

End-to-end translation of human neural activity to speech with a dual-dual generative adversarial network

Yina Guo, Xiaofei Zhang, Zhenying Gong, Anhong Wang, Wenwu Wang

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

Comments 12 pages, 13 figures

2202.13344 2022-03-01 cs.HC 77%

Drowsiness detection using combined neuroimaging: Overview and Challenges

A S M Sharifuzzaman Sagar, Tajken Salehen, Md Abdur Rob

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

Comments This paper is submitted to the ICT Express Journal

2201.04086 2022-01-13 gr-qc astro-ph.IM cs.LG cs.NA math.NA 77%

Application of Common Spatial Patterns in Gravitational Waves Detection

Damodar Dahal

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

2112.06922 2021-12-15 cs.HC cs.SD eess.AS 77%

Decoding High-level Imagined Speech using Attention-based Deep Neural Networks

Dae-Hyeok Lee, Sung-Jin Kim, Keon-Woo Lee

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

Comments 4 pages, 2 figures

2111.12153 2021-11-25 cs.HC 77%

Methodology and feasibility of neurofeedback to improve visual attention to letters in mild Alzheimer's disease

Deirdre McLaughlin, Daniel Klee, Tab Memmott, Betts Peters, Jack Wiedrick, Melanie Fried-Oken, Barry Oken

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

Comments 50 pages including 6 figures and 4 tables

2101.02768 2021-05-27 cs.HC cs.SE 77%

EmoconLite: Bridging the Gap Between Emotiv and Play for Children With Severe Disabilities

Javad Rahimipour Anaraki, Chelsea Anne Rauh, Jason Leung, Tom Chau

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

Comments 12 pages, 3 figures

2008.03002 2021-05-04 eess.SP 77%

Hybrid Template Canonical Correlation Analysis Method for Enhancing SSVEP Recognition under data-limited Condition

Runfeng Miao, Li Zhang, Qiang Sun

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

2011.13347 2021-04-05 cs.HC 77%

Online asynchronous detection of error-related potentials in participants with a spinal cord injury using a generic classifier

Catarina Lopes-Dias, Andreea I. Sburlea, Katharina Breitegger, Daniela Wyss, Harald Drescher, Renate Wildburger, Gernot R. Müller-Putz

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

Journal ref J. Neural Eng. 18 046022 (2021)

1302.4242 2021-02-11 cs.LG stat.ML 77%

Metrics for Multivariate Dictionaries

Sylvain Chevallier, Quentin Barthélemy, Jamal Atif

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

1310.7662 2020-05-11 q-bio.NC 77%

Spectral dissociation of lateralized pairs of brain rhythms

Emmanuelle Tognoli, J. A. Scott Kelso

专题命中 EEG解码：brain computer interface(abstract)；EEG(abstract)；cortical(abstract)；分类 q-bio.NC

Comments 6 pages, 2 figures

1802.03996 2019-08-27 cs.HC 77%

Know Your Mind: Adaptive Brain Signal Classification with Reinforced Attentive Convolutional Neural Networks

Xiang Zhang, Lina Yao, Xianzhi Wang, Wenjie Zhang, Shuai Zhang, Yunhao Liu

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

Comments 10 pages, Accepted by ICDM 2019 as full paper

Journal ref International Conference on Data Mining (ICDM 2019) as full paper

1907.12354 2019-07-30 eess.SP 77%

HEAR to remove pops and drifts: the high-variance electrode artifact removal (HEAR) algorithm

Reinmar J. Kobler, Andreea I. Sburlea, Valeria Mondini, Gernot R. Müller-Putz

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

1906.12251 2019-07-01 cs.HC 77%

Engineering study on the use of Head-Mounted display for Brain- Computer Interface

Anton Andreev, Grégoire Cattan, M Congedo

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

1712.01977 2017-12-07 cs.NE cs.LG stat.ML 77%

Single-trial P300 Classification using PCA with LDA, QDA and Neural Networks

Nand Sharma

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

1703.02938 2017-03-09 cs.HC 77%

Context-Aware Recursive Bayesian Graph Traversal in BCIs

Seyed Sadegh Mohseni Salehi, Mohammad Moghadamfalahi, Hooman Nezamfar, Marzieh Haghighi, Deniz Erdogmus

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

Comments This work has been submitted to EMBC 2017

1611.00033 2016-11-02 q-bio.NC 77%

Wavelet algorithm for the identification of P300 ERP component

S. N. Agapov, V. A Bulanov, A. V. Zakharov, M. S. Sergeeva

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

1608.06863 2016-08-25 cs.CV cs.LG stat.ML 77%

Kullback-Leibler Penalized Sparse Discriminant Analysis for Event-Related Potential Classification

Victoria Peterson, Hugo Leonardo Rufiner, Ruben Daniel Spies

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

Comments 27 pages, 4 figures

1602.00904 2016-02-04 cs.HC cs.CV stat.ML 77%

Comparative evaluation of state-of-the-art algorithms for SSVEP-based BCIs

Vangelis P. Oikonomou, Georgios Liaros, Kostantinos Georgiadis, Elisavet Chatzilari, Katerina Adam, Spiros Nikolopoulos, Ioannis Kompatsiaris

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

1. EEG解码 3892 篇

A swap-adversarial framework for improving domain generalization in electrocorticography-based Parkinson's disease classification

UniMind: Unleashing the Power of LLMs for Unified Multi-Task Brain Decoding

FedSPDnet: Geometry-Aware Federated Deep Learning with SPDnet

Covariance Density Neural Networks

Functional connectivity guided deep neural network for decoding high-level visual imagery

CATVis: Context-Aware Thought Visualization

NeuroIncept Decoder for High-Fidelity Speech Reconstruction from Neural Activity

Recognition of Frequencies of Short-Time SSVEP Signals Utilizing an SSCCA-Based Spatio-Spectral Feature Fusion Framework

A Grating Based High-Frequency Motion Stimulus Paradigm for Steady-State Motion Visual Evoked Potentials

BELT:Bootstrapping Electroencephalography-to-Language Decoding and Zero-Shot Sentiment Classification by Natural Language Supervision

Weighing votes in human-machine collaboration for hazard recognition: Inferring hazard perceptual threshold and decision confidence from electroencephalogram wavelets

A Transformer-based deep neural network model for SSVEP classification

End-to-end translation of human neural activity to speech with a dual-dual generative adversarial network

Drowsiness detection using combined neuroimaging: Overview and Challenges

Application of Common Spatial Patterns in Gravitational Waves Detection

Decoding High-level Imagined Speech using Attention-based Deep Neural Networks

Methodology and feasibility of neurofeedback to improve visual attention to letters in mild Alzheimer's disease

EmoconLite: Bridging the Gap Between Emotiv and Play for Children With Severe Disabilities

Hybrid Template Canonical Correlation Analysis Method for Enhancing SSVEP Recognition under data-limited Condition

Online asynchronous detection of error-related potentials in participants with a spinal cord injury using a generic classifier

Metrics for Multivariate Dictionaries

Spectral dissociation of lateralized pairs of brain rhythms

Know Your Mind: Adaptive Brain Signal Classification with Reinforced Attentive Convolutional Neural Networks

HEAR to remove pops and drifts: the high-variance electrode artifact removal (HEAR) algorithm

Engineering study on the use of Head-Mounted display for Brain- Computer Interface

Single-trial P300 Classification using PCA with LDA, QDA and Neural Networks

Context-Aware Recursive Bayesian Graph Traversal in BCIs

Wavelet algorithm for the identification of P300 ERP component

Kullback-Leibler Penalized Sparse Discriminant Analysis for Event-Related Potential Classification

Comparative evaluation of state-of-the-art algorithms for SSVEP-based BCIs