脑机接口 / BCI - arXivDaily 专题

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

2502.17462 2025-02-26 eess.SP cs.AI cs.LG 84%

The Case for Cleaner Biosignals: High-fidelity Neural Compressor Enables Transfer from Cleaner iEEG to Noisier EEG

Francesco Stefano Carzaniga, Gary Tom Hoppeler, Michael Hersche, Kaspar Anton Schindler, Abbas Rahimi

机构 * IBM Research – Zurich（IBM研究院苏黎世分部）； Bern University（伯尔尼大学）； ETH Zürich（苏黎世联邦理工学院）

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

Comments Published at ICLR 2025, see https://openreview.net/forum?id=b57IG6N20B. Code is available at https://github.com/IBM/eeg-ieeg-brain-compressor

1906.02894 2019-06-10 eess.SP cs.HC 84%

Early Prediction of Epilepsy Seizures VLSI BCI System

Zaghloul Saad Zaghloul, Magdy Bayoumi

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

Comments Novel predictive BCI VLSI architecture

1404.3958 2014-11-27 q-bio.NC cs.HC 84%

Head-related Impulse Response-based Spatial Auditory Brain-computer Interface

Chisaki Nakaizumi, Toshie Matsui, Koichi Mori, Shoji Makino, Tomasz M. Rutkowski

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

Comments 5 pages, 1 figure, submitted to 6th International Brain-Computer Interface Conference 2014, Graz, Austria

2608.27003 2026-08-28 q-bio.NC 新提交 84%

Beta oscillation changes in ALS: A Dual-Site International Replication Study

肌萎缩侧索硬化（ALS）中的β振荡变化：一项双地点国际重复研究

Marit Boxum, Gabriel Rodrigues Palma, Robin Jansen, Iris A. Bastmeijer, Sanya Dalal, Eva Woods, Narin Suleyman, Eileen Rose Giglia, Aoife Troy, Abby Field, Serena Plaitano, Marjorie Metzger, Niall Pender, Orla Hardiman, Leonard H. van den Berg, Roisin McMackin, Stefan Dukic

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

AI总结本研究在荷兰、爱尔兰队列验证ALS相关β振荡变化，发现爱尔兰队列ALS患者βERD和ERS降低，荷兰队列未重复，该指标或可作为ALS运动衰退的EEG标记物。

2506.01353 2026-08-11 cs.AI cs.CV cs.LG 版本更新 84%

EgoBrain: Synergizing Minds and Eyes For Human Action Understanding

EgoBrain：协同心智与视觉以实现人类行为理解

Nie Lin, Yansen Wang, Dongqi Han, Weibang Jiang, Jingyuan Li, Ryosuke Furuta, Yoichi Sato, Dongsheng Li

机构 * The University of Tokyo（东京大学）； Microsoft Research Asia（微软亚洲研究院）

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

AI总结研究人员构建了全球首个同步脑电与第一人称视觉的大规模多模态数据集EgoBrain，开发多模态学习框架实现行为理解，跨参与者与环境验证达66.70%准确率，为脑机接口研究提供新范式。

Comments Accepted to ICLR 2026. Camera-ready version. Project page: https://lin-nie.github.io/EgoBrain/

1. EEG解码 3919 篇

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

The Case for Cleaner Biosignals: High-fidelity Neural Compressor Enables Transfer from Cleaner iEEG to Noisier EEG

Early Prediction of Epilepsy Seizures VLSI BCI System

Head-related Impulse Response-based Spatial Auditory Brain-computer Interface

Beta oscillation changes in ALS: A Dual-Site International Replication Study

EgoBrain: Synergizing Minds and Eyes For Human Action Understanding