脑机接口 / BCI - arXivDaily 专题

2001.11569 2022-11-15 cs.HC cs.LG eess.SP 87%

Tiny noise, big mistakes: Adversarial perturbations induce errors in Brain-Computer Interface spellers

Xiao Zhang, Dongrui Wu, Lieyun Ding, Hanbin Luo, Chin-Teng Lin, Tzyy-Ping Jung, Ricardo Chavarriaga

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

Journal ref National Science Review, 8(4), 2021

1912.01171 2022-11-15 cs.LG cs.HC eess.SP 87%

Universal Adversarial Perturbations for CNN Classifiers in EEG-Based BCIs

Zihan Liu, Lubin Meng, Xiao Zhang, Weili Fang, Dongrui Wu

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

Journal ref Journal of Neural Engineering, 8:0460a4, 2021

2207.12662 2022-07-27 cs.LG cs.HC eess.SP 87%

Time Majority Voting, a PC-based EEG Classifier for Non-expert Users

Guangyao Dou, Zheng Zhou, Xiaodong Qu

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

2204.07362 2022-04-18 q-bio.NC cs.HC eess.SP 87%

Decoding Neural Correlation of Language-Specific Imagined Speech using EEG Signals

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

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

Comments Accepted in EMBC 2022

2204.07358 2022-04-18 eess.SP cs.HC cs.LG 87%

Prototype-based Domain Generalization Framework for Subject-Independent Brain-Computer Interfaces

Serkan Musellim, Dong-Kyun Han, Ji-Hoon Jeong, 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、cs.HC

Comments Accepted in EMBC 2022

2204.07162 2022-04-18 q-bio.NC cs.AI cs.LG eess.SP 87%

Spatio-Temporal Analysis of Transformer based Architecture for Attention Estimation from EEG

Victor Delvigne, Hazem Wannous, Jean-Philippe Vandeborre, Laurence Ris, Thierry Dutoit

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

2107.07064 2021-07-16 eess.SP cs.HC cs.LG cs.SD eess.AS 87%

DAL: Feature Learning from Overt Speech to Decode Imagined Speech-based EEG Signals with Convolutional Autoencoder

Dae-Hyeok Lee, Sung-Jin Kim, Seong-Whan Lee

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

Comments 14 pages, 6 figures

2002.02086 2021-04-15 cs.HC cs.LG eess.SP 87%

DeepBrain: Towards Personalized EEG Interaction through Attentional and Embedded LSTM Learning

Di Wu, Huayan Wan, Siping Liu, Weiren Yu, Zhanpeng Jin, Dakuo Wang

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

1904.04156 2019-04-09 eess.SP cs.HC cs.LG cs.NE 87%

A Many Objective Optimization Approach for Transfer Learning in EEG Classification

Monalisa Pal, Sanghamitra Bandyopadhyay, Saugat Bhattacharyya

专题命中 EEG解码：EEG(title,abstract)；BCI(abstract)；motor imagery(abstract)；分类 eess.SP、cs.LG、cs.HC

Comments Pre-submission work

1805.04157 2019-01-23 cs.HC eess.SP q-bio.NC 87%

On the Classification of SSVEP-Based Dry-EEG Signals via Convolutional Neural Networks

Nik Khadijah Nik Aznan, Stephen Bonner, Jason D. Connolly, Noura Al Moubayed, Toby P. Breckon

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

Comments Accepted as a full paper at the 2018 IEEE International Conference on Systems, Man, and Cybernetics (SMC2018)

1811.02353 2018-11-07 eess.SP cs.HC cs.LG 87%

An amplitudes-perturbation data augmentation method in convolutional neural networks for EEG decoding

Xian-Rui Zhang, Meng-Ying Lei, Yang Li

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

1808.06533 2018-08-21 eess.SP cs.HC cs.LG stat.ML 87%

Spatial Filtering for Brain Computer Interfaces: A Comparison between the Common Spatial Pattern and Its Variant

He He, Dongrui Wu

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

1404.0404 2014-04-03 cs.IT math.IT 87%

EEG Spatial Decoding and Classification with Logit Shrinkage Regularized Directed Information Assessment (L-SODA)

Xu Chen, Zeeshan Syed, Alfred Hero

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

2212.04172 2023-09-18 eess.SP cs.HC 87%

Closed loop BCI System for Cybathlon 2020

Csaba Köllőd, András Adolf, Gergely Márton, Moutz Wahdow, Ward Fadel, István Ulbert

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

Comments Submitted to Taylor & Francis in Brain-Computer Interfaces on 28th April 2022. Supplementary Materials: https://ppke-my.sharepoint.com/:b:/g/personal/uwr78z_ad_ppke_hu/EQ5Gdw1P0npJoh2eZBXn6ywBU_5u2k1nfBd-QxXEbqEVkw?e=se23yJ

1711.07792 2018-03-16 cs.LG q-bio.NC stat.ML 87%

Hierarchical internal representation of spectral features in deep convolutional networks trained for EEG decoding

Kay Gregor Hartmann, Robin Tibor Schirrmeister, Tonio Ball

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

Comments 6 pages, 7 figures, The 6th International Winter Conference on Brain-Computer Interface

1404.4226 2014-11-27 q-bio.NC cs.HC 87%

Spatial Tactile Brain-Computer Interface Paradigm Applying Vibration Stimuli to Large Areas of User's Back

Takumi Kodama, Shoji Makino, Tomasz M. Rutkowski

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

Comments 5 pages, 4 figures, submitted to 6th International Brain-Computer Interface Conference 2014, Graz, Austria

2603.03190 2026-05-19 cs.AI q-bio.NC 86%

Expectation and Acoustic Neural Network Representations Enhance Music Identification from Brain Activity

期望与听觉神经网络表示增强从脑活动识别音乐

Shogo Noguchi, Taketo Akama, Tai Nakamura, Shun Minamikawa, Natalia Polouliakh

机构 * Sony Computer Science Laboratories, Inc.（索尼计算机科学实验室）

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

AI总结本研究通过区分听觉和期望相关的神经网络表示作为教师目标，提高了基于EEG的音乐识别性能，展示了表示学习可以由神经编码引导，并为预测音乐认知和神经解码的发展提供了新方向。

Comments 47 pages, 12 figures

2605.10337 2026-05-12 cs.AI eess.SP 86%

CORTEG: Foundation Models Enable Cross-Modality Representation Transfer from Scalp to Intracranial Brain Recordings

CORTEG：基础模型促进从头皮到脑内记录的跨模态表示迁移

Liuyin Yang, Qiang Sun, Bob Van Dyck, Eva Calvo Merino, Marc M. Van Hulle

机构 * Laboratory for Neuro- & Psychophysiology, Department of Neurosciences, KU Leuven（神经与心理生理实验室，神经科学系，比利时鲁文大学）

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

AI总结 CORTEG通过预训练的头皮EEG基础模型实现跨模态表示迁移，提升脑机接口的跨患者学习和解码性能，同时在单GPU上10-30分钟内校准新患者。

2412.19999 2024-12-31 cs.CV cs.AI q-bio.NC 86%

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio

Yashvir Sabharwal, Balaji Rama

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

Comments 15 pages. Submitted as a conference paper to IntelliSys 2025

2110.12904 2021-10-26 q-bio.NC eess.AS 86%

Cortical representations of Auditory Perception using Graph Independent Component on EEG

Pranav Sankhe, Ritik Madan

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

1902.09189 2019-03-28 q-bio.NC 86%

Cortical Mirror-System Activation During Real-Life Game Playing: An Intracranial Electroencephalography (EEG) Study

Markus Kern, Johanna Ruescher, Andreas Schulze-Bonhage, Tonio Ball

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

Comments 4 pages, 2 figure, CCN 2018 conference paper

2503.05349 2026-08-06 cs.LG cs.AI cs.HC 86%

Spatial Distillation based Distribution Alignment (SDDA) for Cross-Headset EEG Classification

Dingkun Liu, Siyang Li, Ziwei Wang, Wei Li, Dongrui Wu

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

Comments 10 pages, 5 figures

Journal ref IEEE Transactions on Biomedical Engineering ( Volume: 73, Issue: 7, July 2026)

2607.23889 2026-07-28 cs.HC q-bio.NC 新提交 86%

Evaluating Closed-Loop EEG Feedback for Simulated Prosthetic Vision in Immersive VR: A Sham-Controlled Feasibility Study

评估沉浸式虚拟现实中模拟假体视觉的闭环脑电图反馈：一项假对照可行性研究

Ruyi Cao, Lily M. Turkstra, Adyah Rastogi, Michael Beyeler

专题命中 EEG解码：EEG(title,summary_cn)；分类 q-bio.NC、cs.HC

AI总结研究在沉浸式VR中评估模拟假体视觉的闭环EEG反馈的可行性，开发EEG引导神经自适应训练平台，22名参与者参与假对照物体定位任务，结果显示EEG相关反馈未产生可靠组级益处，确定了相关方法和设计的局限性。

2605.24523 2026-05-26 cs.LG cs.CL q-bio.NC 86%

MindAlign: Bridging EEG, Vision, and Language for Zero-Shot Visual Decoding

MindAlign: 弥合脑电图、视觉和语言实现零样本视觉解码

Zexuan Chen, Sichao Liu, Runhao Lu, Huichao Qi, Alexandra Woolgar, Xi Vincent Wang, Lihui Wang

机构 * KTH, SWeden（瑞典皇家理工学院）； University of Cambridge, UK（剑桥大学）； EPFL, Switzerland（瑞士联邦理工学院）； McGill University, Canada（麦吉尔大学）； Karolinska Institutet, Sweden（卡罗林斯卡研究所）

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

AI总结提出一种三模态对比学习框架MindAlign，通过对齐脑电图、图像和文本表示，在Things-EEG2零样本基准上实现54.1% Top-1和83.4% Top-5准确率，显著超越先前方法。

Comments 20 pages, 10 figures, 15 tables

2605.22858 2026-05-25 eess.SP cs.LG 86%

Classification of IED-free EEG Responses for Assisted Epilepsy Diagnosis

用于辅助癫痫诊断的无IED脑电图反应分类

Giacomo Zanardini, Ryan Moesman, Paul van der Kleij, Robert van den Berg, Justin Dauwels

机构 * Signal Processing Systems（信号处理系统）； Delft University of Technology（代尔夫特理工大学）； Erasmus Medical Center（埃因霍温医学中心）

专题命中 EEG解码：EEG(title,summary_cn)；分类 eess.SP、cs.LG

AI总结提出一种基于机器学习特征（时域、频谱、小波、连接性）和堆叠集成的流水线，对刺激期间采集的脑电图进行分类，在无IED数据上实现高AUC和BAC，表明刺激诱发电位（特别是IPS）包含有意义的判别信息。

Comments Accepted at IEEE EMBC2026

2502.17873 2026-04-08 cs.LG eess.SP 86%

An Efficient Self-Supervised Framework for Long-Sequence EEG Modeling

一种高效的自监督框架用于长序列EEG建模

Jiazhen Hong, Geoffrey Mackellar, Soheila Ghane

机构 * Emotiv Research（Emotiv研究实验室）

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

AI总结本文提出EEGM2框架，通过U型编码器-解码器与Mamba-2结合，实现线性计算复杂度，提升EEG长序列建模效率与泛化能力。

Comments 10 pages

Journal ref Proceedings of the ICDM 2025 Workshop on AI for Time Series

2601.18424 2026-01-27 cs.HC cs.LG 86%

Fusion of Spatio-Temporal and Multi-Scale Frequency Features for Dry Electrodes MI-EEG Decoding

时空与多尺度频率特征融合用于干电极MI-EEG解码

Tianyi Gong, Can Han, Junxi Wu, Dahong Qian

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

AI总结 STGMFM通过融合时空与多尺度频率特征，提升干电极MI-EEG解码的稳定性和鲁棒性。

2512.22146 2025-12-30 eess.SP cs.LG cs.SD 86%

EEG-to-Voice Decoding of Spoken and Imagined speech Using Non-Invasive EEG

通过非侵入性EEG解码 spoken 和 imagined 语音

Hanbeot Park, Yunjeong Cho, Hunhee Kim

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

AI总结本研究提出了一种无需显式时间对齐的EEG-to-Voice方法，通过非侵入性EEG信号直接重建说话和想象语音，结合生成器、语音编码器和自动语音识别模块，实现了稳定的声学重建和可比的语言准确性。

Comments 20 pages, 7 figures, 4 tables

2512.13806 2025-12-17 cs.LG cs.AI cs.CV cs.HC 86%

EEG-D3: A Solution to the Hidden Overfitting Problem of Deep Learning Models

EEG-D3: 解决深度学习模型中隐藏过拟合问题的解决方案

Siegfried Ludwig, Stylianos Bakas, Konstantinos Barmpas, Georgios Zoumpourlis, Dimitrios A. Adamos, Nikolaos Laskaris, Yannis Panagakis, Stefanos Zafeiriou

机构 * Department of Computing, Imperial College London（帝国理工学院伦敦分校计算机系）； School of Informatics, Aristotle University of Thessaloniki（阿尔发大学索拉布斯分校信息学院）； Department of Informatics and Telecommunications, National and Kapodistrian University of Athens（雅典国家与卡波迪斯蒂亚大学信息与电信系）； Cogitat Ltd.（Cogitat有限公司）

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

AI总结 EEG-D3通过解耦解码分解方法，有效分离大脑活动的潜在成分，避免隐藏过拟合问题，提升实际应用中的泛化能力。

2507.13092 2025-12-15 cs.LG cs.HC 86%

Uncertainty-Aware Cross-Modal Knowledge Distillation with Prototype Learning for Multimodal Brain-Computer Interfaces

具有原型学习的不确定性感知跨模态知识蒸馏用于多模态脑机接口

Hyo-Jeong Jang, Hye-Bin Shin, Seong-Whan Lee

机构 * Department of Brain and Cognitive Engineering, Korea University（脑科学与认知工程系，韩国大学）； Department of Artificial Intelligence, Korea University（人工智能系，韩国大学）

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

AI总结本文提出一种具有原型学习的跨模态知识蒸馏框架，通过缓解模态和标签不一致问题，提升多模态脑机接口中EEG的分类和回归性能。

Comments Accepted to SMC 2025

1. EEG解码 3894 篇

Tiny noise, big mistakes: Adversarial perturbations induce errors in Brain-Computer Interface spellers

Universal Adversarial Perturbations for CNN Classifiers in EEG-Based BCIs

Time Majority Voting, a PC-based EEG Classifier for Non-expert Users

Decoding Neural Correlation of Language-Specific Imagined Speech using EEG Signals

Prototype-based Domain Generalization Framework for Subject-Independent Brain-Computer Interfaces

Spatio-Temporal Analysis of Transformer based Architecture for Attention Estimation from EEG

DAL: Feature Learning from Overt Speech to Decode Imagined Speech-based EEG Signals with Convolutional Autoencoder

DeepBrain: Towards Personalized EEG Interaction through Attentional and Embedded LSTM Learning

A Many Objective Optimization Approach for Transfer Learning in EEG Classification

On the Classification of SSVEP-Based Dry-EEG Signals via Convolutional Neural Networks

An amplitudes-perturbation data augmentation method in convolutional neural networks for EEG decoding

Spatial Filtering for Brain Computer Interfaces: A Comparison between the Common Spatial Pattern and Its Variant

EEG Spatial Decoding and Classification with Logit Shrinkage Regularized Directed Information Assessment (L-SODA)

Closed loop BCI System for Cybathlon 2020

Hierarchical internal representation of spectral features in deep convolutional networks trained for EEG decoding

Spatial Tactile Brain-Computer Interface Paradigm Applying Vibration Stimuli to Large Areas of User's Back

Expectation and Acoustic Neural Network Representations Enhance Music Identification from Brain Activity

CORTEG: Foundation Models Enable Cross-Modality Representation Transfer from Scalp to Intracranial Brain Recordings

Comprehensive Review of EEG-to-Output Research: Decoding Neural Signals into Images, Videos, and Audio

Cortical representations of Auditory Perception using Graph Independent Component on EEG

Cortical Mirror-System Activation During Real-Life Game Playing: An Intracranial Electroencephalography (EEG) Study

Spatial Distillation based Distribution Alignment (SDDA) for Cross-Headset EEG Classification

Evaluating Closed-Loop EEG Feedback for Simulated Prosthetic Vision in Immersive VR: A Sham-Controlled Feasibility Study

MindAlign: Bridging EEG, Vision, and Language for Zero-Shot Visual Decoding

Classification of IED-free EEG Responses for Assisted Epilepsy Diagnosis

An Efficient Self-Supervised Framework for Long-Sequence EEG Modeling

Fusion of Spatio-Temporal and Multi-Scale Frequency Features for Dry Electrodes MI-EEG Decoding

EEG-to-Voice Decoding of Spoken and Imagined speech Using Non-Invasive EEG

EEG-D3: A Solution to the Hidden Overfitting Problem of Deep Learning Models

Uncertainty-Aware Cross-Modal Knowledge Distillation with Prototype Learning for Multimodal Brain-Computer Interfaces