脑机接口 / BCI - arXivDaily 专题

2509.01073 2025-09-03 cs.LG eess.SP q-bio.NC 85%

IMU-Enhanced EEG Motion Artifact Removal with Fine-Tuned Large Brain Models

Yuhong Zhang, Xusheng Zhu, Yuchen Xu, ChiaEn Lu, Hsinyu Shih, Gert Cauwenberghs, Tzyy-Ping Jung

机构 * Shu Chien-Gene Lay Department of Bioengineering and Institute for Neural Computation, University of California, San Diego (UCSD), La Jolla, CA 92093, USA（Shu Chien-Gene Lay 生物工程系和神经计算研究所，加州大学圣地亚哥分校（UCSD））

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

Comments Accepted to IEEE EMBS 12th International Conference on Neural Engineering (NER 2025)

2506.21843 2025-06-30 cs.CV 85%

3D-Telepathy: Reconstructing 3D Objects from EEG Signals

Yuxiang Ge, Jionghao Cheng, Ruiquan Ge, Zhaojie Fang, Gangyong Jia, Xiang Wan, Nannan Li, Ahmed Elazab, Changmiao Wang

机构 * Hangzhou Dianzi University（杭州电子科技大学）； Macau University of Science（澳门科学技术大学）； Shenzhen University（深圳大学）； Shenzhen Research Institute of Big Data（深圳大数据研究院）

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

2503.14322 2025-03-19 eess.SP cs.HC cs.LG 85%

Consumer-grade EEG-based Eye Tracking

Tiago Vasconcelos Afonso, Florian Heinrichs

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

Comments Data descriptor, 13 pages, 8 figures, 5 tables

2411.09400 2024-12-02 cs.AI 85%

Imagined Speech and Visual Imagery as Intuitive Paradigms for Brain-Computer Interfaces

Seo-Hyun Lee, Ji-Ha Park, Deok-Seon Kim

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

Comments 4 pages

2411.04568 2024-11-08 cs.HC eess.SP q-bio.NC 85%

Dynamic-Attention-based EEG State Transition Modeling for Emotion Recognition

Xinke Shen, Runmin Gan, Kaixuan Wang, Shuyi Yang, Qingzhu Zhang, Quanying Liu, Dan Zhang, Sen Song

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

Comments 14 pages, 6 figures

2402.15733 2024-11-05 cs.HC cs.CL cs.LG eess.SP 85%

ArEEG_Chars: Dataset for Envisioned Speech Recognition using EEG for Arabic Characters

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

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

2402.17433 2024-09-27 cs.CL 85%

Enhancing EEG-to-Text Decoding through Transferable Representations from Pre-trained Contrastive EEG-Text Masked Autoencoder

Jiaqi Wang, Zhenxi Song, Zhengyu Ma, Xipeng Qiu, Min Zhang, Zhiguo Zhang

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

Comments 8 pages (excluding references), accepted by ACL 2024 Main Conference

Journal ref Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics, Volume 1, pages 7278-7292, August 2024, Bangkok, Thailand

2407.04738 2024-07-09 eess.SP cs.LG cs.RO 85%

A Contrastive Learning Based Convolutional Neural Network for ERP Brain-Computer Interfaces

Yuntian Cui, Xinke Shen, Dan Zhang, Chen Yang

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

Comments 5 pages, 2 figures, 2 tables

2403.15489 2024-03-26 eess.SP cs.AI cs.HC cs.LG 85%

EEG decoding with conditional identification information

Pengfei Sun, Jorg De Winne, Paul Devos, Dick Botteldooren

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

Comments Accepted by 6th International Conference on Advances in Signal Processing and Artificial Intelligence (ASPAI' 2024)

2403.04353 2024-03-08 cs.CV 85%

Spatiotemporal Pooling on Appropriate Topological Maps Represented as Two-Dimensional Images for EEG Classification

Takuto Fukushima, Ryusuke Miyamoto

专题命中 EEG解码：EEG(title,abstract)；brain-computer interface(abstract)；motor imagery(abstract)

2210.05988 2024-02-22 eess.SP cs.LG q-bio.NC 85%

CLEEGN: A Convolutional Neural Network for Plug-and-Play Automatic EEG Reconstruction

Pin-Hua Lai, Bo-Shan Wang, Wei-Chun Yang, Hsiang-Chieh Tsou, Chun-Shu Wei

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

2304.07401 2024-02-16 stat.AP stat.ML 85%

Bayesian Inference on Brain-Computer Interfaces via GLASS

Bangyao Zhao, Jane E. Huggins, Jian Kang

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

Comments 32 pages, 5 figures

2310.07941 2023-10-13 cs.NE 85%

A Convolutional Network Adaptation for Cortical Classification During Mobile Brain Imaging

Benjamin Cichy, Jamie Lukos, Mohammad Alam, J. Cortney Bradford, Nicholas Wymbs

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

2308.13232 2023-08-28 cs.HC cs.IT eess.SP math.IT q-bio.NC 85%

Estimating and approaching maximum information rate of noninvasive visual brain-computer interface

Nanlin Shi, Yining Miao, Changxing Huang, Xiang Li, Yonghao Song, Xiaogang Chen, Yijun Wang, Xiaorong Gao

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

2305.09478 2023-05-30 eess.SP cs.LG q-bio.NC 85%

Time delay multi-feature correlation analysis to extract subtle dependencies from EEG signals

Jarek Duda

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

Comments 7 pages, 7 figures

2203.07807 2022-11-16 cs.LG cs.HC eess.SP 85%

End-to-end P300 BCI using Bayesian accumulation of Riemannian probabilities

Quentin Barthélemy, Sylvain Chevallier, Raphaëlle Bertrand-Lalo, Pierre Clisson

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

Comments 9 pages, 7 figures, 3 tables

2210.01986 2022-10-06 cs.LG eess.SP q-bio.NC 85%

MAtt: A Manifold Attention Network for EEG Decoding

Yue-Ting Pan, Jing-Lun Chou, Chun-Shu Wei

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

2209.01023 2022-09-05 eess.SP cs.CV cs.LG q-bio.NC 85%

Classification of eye-state using EEG recordings: speed-up gains using signal epochs and mutual information measure

Phoebe M Asquith, Hisham Ihshaish

专题命中 EEG解码：EEG(title,abstract)；motor imagery(abstract)；分类 q-bio.NC、eess.SP、cs.LG

Journal ref In Proceedings of the 23rd International Database Applications & Engineering Symposium IDEAS 2019

2202.06128 2022-02-15 eess.SP cs.AI cs.HC cs.RO 85%

Grasp-and-Lift Detection from EEG Signal Using Convolutional Neural Network

Md. Kamrul Hasan, Sifat Redwan Wahid, Faria Rahman, Shanjida Khan Maliha, Sauda Binte Rahman

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

Comments Accepted in https://icaeee2022.com/

2102.03777 2021-10-04 cs.HC cs.LG eess.SP 85%

EEGFuseNet: Hybrid Unsupervised Deep Feature Characterization and Fusion for High-Dimensional EEG with An Application to Emotion Recognition

Zhen Liang, Rushuang Zhou, Li Zhang, Linling Li, Gan Huang, Zhiguo Zhang, Shin Ishii

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

Journal ref IEEE Transactions on Neural Systems and Rehabilitation Engineering, 29(2021) 1913-1925

2107.03983 2021-07-09 cs.CV 85%

EEG-ConvTransformer for Single-Trial EEG based Visual Stimuli Classification

Subhranil Bagchi, Deepti R. Bathula

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

Comments Preprint and Supplementary material. 17 pages, 13 figures and 4 tables

2011.11128 2021-05-24 eess.SP cs.LG q-bio.NC 85%

Deep Learning in EEG: Advance of the Last Ten-Year Critical Period

Shu Gong, Kaibo Xing, Andrzej Cichocki, Junhua Li

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

Comments Accepted for publication in the IEEE Transactions on Cognitive and Developmental Systems

Journal ref IEEE Transactions on Cognitive and Developmental Systems, 2021

2009.03696 2021-04-27 cs.CV cs.AI 85%

Convolutional Neural Networks for Automatic Detection of Artifacts from Independent Components Represented in Scalp Topographies of EEG Signals

Giuseppe Placidi, Luigi Cinque, Matteo Polsinelli

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

Journal ref Computers in Biology and Medicine. 132 (2021) 104347

2102.08976 2021-03-08 eess.SP cs.HC cs.LG 85%

EEG-based Texture Roughness Classification in Active Tactile Exploration with Invariant Representation Learning Networks

Ozan Ozdenizci, Safaa Eldeeb, Andac Demir, Deniz Erdogmus, Murat Akcakaya

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

Comments Accepted for publication at Biomedical Signal Processing and Control

2010.06412 2020-10-20 cs.CV 85%

Electroencephalography signal processing based on textural features for monitoring the driver's state by a Brain-Computer Interface

Giulia Orrù, Marco Micheletto, Fabio Terranova, Gian Luca Marcialis

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

Comments Accepted for the 25th International Conference on Pattern Recognition (ICPR 2020)

2010.05497 2020-10-13 cs.LG eess.SP q-bio.NC 85%

The "Sound of Silence" in EEG -- Cognitive voice activity detection

Rini A Sharon, Hema A Murthy

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

2006.00622 2020-06-03 eess.SP cs.HC cs.LG stat.ML 85%

EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine Interfaces

Thorir Mar Ingolfsson, Michael Hersche, Xiaying Wang, Nobuaki Kobayashi, Lukas Cavigelli, Luca Benini

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

Comments 8 pages, 6 figures, 5 tables

1806.07741 2019-01-25 eess.SP cs.LG cs.NE q-bio.NC stat.ML 85%

A large-scale evaluation framework for EEG deep learning architectures

Felix A. Heilmeyer, Robin T. Schirrmeister, Lukas D. J. Fiederer, Martin Völker, Joos Behncke, Tonio Ball

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

Comments 7 pages, 3 figures, final version accepted for presentation at IEEE SMC 2018 conference

1901.03299 2019-01-11 eess.SP cs.LG q-bio.NC stat.ML 85%

An Analysis of the Accuracy of the P300 BCI

Nitzan S. Artzi, Oren Shriki

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

1408.4363 2014-08-20 cs.CV cs.MM 85%

Object Segmentation in Images using EEG Signals

Eva Mohedano, Graham Healy, Kevin McGuinness, Xavier Giro-i-Nieto, Noel E. O'Connor, Alan F. Smeaton

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

Comments This is a preprint version prior to submission for peer-review of the paper accepted to the 22nd ACM International Conference on Multimedia (November 3-7, 2014, Orlando, Florida, USA) for the High Risk High Reward session. 10 pages

1. EEG解码 3877 篇

IMU-Enhanced EEG Motion Artifact Removal with Fine-Tuned Large Brain Models

3D-Telepathy: Reconstructing 3D Objects from EEG Signals

Consumer-grade EEG-based Eye Tracking

Imagined Speech and Visual Imagery as Intuitive Paradigms for Brain-Computer Interfaces

Dynamic-Attention-based EEG State Transition Modeling for Emotion Recognition

ArEEG_Chars: Dataset for Envisioned Speech Recognition using EEG for Arabic Characters

Enhancing EEG-to-Text Decoding through Transferable Representations from Pre-trained Contrastive EEG-Text Masked Autoencoder

A Contrastive Learning Based Convolutional Neural Network for ERP Brain-Computer Interfaces

EEG decoding with conditional identification information

Spatiotemporal Pooling on Appropriate Topological Maps Represented as Two-Dimensional Images for EEG Classification

CLEEGN: A Convolutional Neural Network for Plug-and-Play Automatic EEG Reconstruction

Bayesian Inference on Brain-Computer Interfaces via GLASS

A Convolutional Network Adaptation for Cortical Classification During Mobile Brain Imaging

Estimating and approaching maximum information rate of noninvasive visual brain-computer interface

Time delay multi-feature correlation analysis to extract subtle dependencies from EEG signals

End-to-end P300 BCI using Bayesian accumulation of Riemannian probabilities

MAtt: A Manifold Attention Network for EEG Decoding

Classification of eye-state using EEG recordings: speed-up gains using signal epochs and mutual information measure

Grasp-and-Lift Detection from EEG Signal Using Convolutional Neural Network

EEGFuseNet: Hybrid Unsupervised Deep Feature Characterization and Fusion for High-Dimensional EEG with An Application to Emotion Recognition

EEG-ConvTransformer for Single-Trial EEG based Visual Stimuli Classification

Deep Learning in EEG: Advance of the Last Ten-Year Critical Period

Convolutional Neural Networks for Automatic Detection of Artifacts from Independent Components Represented in Scalp Topographies of EEG Signals

EEG-based Texture Roughness Classification in Active Tactile Exploration with Invariant Representation Learning Networks

Electroencephalography signal processing based on textural features for monitoring the driver's state by a Brain-Computer Interface

The "Sound of Silence" in EEG -- Cognitive voice activity detection

EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine Interfaces

A large-scale evaluation framework for EEG deep learning architectures

An Analysis of the Accuracy of the P300 BCI

Object Segmentation in Images using EEG Signals