脑机接口 / BCI - arXivDaily 专题

2507.14141 2025-07-22 eess.SP cs.AI cs.LG 84%

DIVER-0 : A Fully Channel Equivariant EEG Foundation Model

Danny Dongyeop Han, Ahhyun Lucy Lee, Taeyang Lee, Yonghyeon Gwon, Sebin Lee, Seongjin Lee, David Keetae Park, Shinjae Yoo, Jiook Cha, Chun Kee Chung

机构 * snu（首尔国立大学）； bnl（布鲁克海文国家实验室）

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

Comments 11 pages, 1 figures, ICML 2025 Workshop on GenBio

2505.13021 2025-05-20 eess.SP cs.LG 84%

The role of data partitioning on the performance of EEG-based deep learning models in supervised cross-subject analysis: a preliminary study

Federico Del Pup, Andrea Zanola, Louis Fabrice Tshimanga, Alessandra Bertoldo, Livio Finos, Manfredo Atzori

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

Comments Submitted for possible publication. GitHub repository: see https://github.com/MedMaxLab/eegpartition

2503.12392 2025-03-25 q-bio.NC cs.LG 84%

Oscillatory Signatures of Parkinson's Disease: Central and Parietal EEG Alterations Across Multiple Frequency Bands

Artem Lensky

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

2502.00220 2025-02-04 cs.LG cs.IT eess.SP math.IT 84%

Algorithmic Clustering based on String Compression to Extract P300 Structure in EEG Signals

Guillermo Sarasa, Ana Granados, Francisco B Rodríguez

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

Journal ref Computer Methods and Programs in Biomedicine 2019

2501.08139 2025-01-15 eess.SP cs.AI cs.LG 84%

EEG-ReMinD: Enhancing Neurodegenerative EEG Decoding through Self-Supervised State Reconstruction-Primed Riemannian Dynamics

Zirui Wang, Zhenxi Song, Yi Guo, Yuxin Liu, Guoyang Xu, Min Zhang, Zhiguo Zhang

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

2410.23754 2024-12-31 cs.HC q-bio.NC 84%

RealMind: Advancing Visual Decoding and Language Interaction via EEG Signals

Dongyang Li, Haoyang Qin, Mingyang Wu, Jiahua Tang, Yuang Cao, Chen Wei, Quanying Liu

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

2412.17834 2024-12-25 eess.SP cs.LG 84%

EEG-GMACN: Interpretable EEG Graph Mutual Attention Convolutional Network

Haili Ye, Stephan Goerttler, Fei He

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

2411.14666 2024-11-25 cs.HC cs.LG 84%

Brain-Computer Interfaces for Emotional Regulation in Patients with Various Disorders

Vedant Mehta

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

2410.19819 2024-10-29 eess.SP cs.LG 84%

Automatic Classification of Sleep Stages from EEG Signals Using Riemannian Metrics and Transformer Networks

Mathieu Seraphim, Alexis Lechervy, Florian Yger, Luc Brun, Olivier Etard

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

2407.20254 2024-10-08 eess.SP cs.LG 84%

EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classification

Yiyu Gui, MingZhi Chen, Yuqi Su, Guibo Luo, Yuchao Yang

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

2409.12454 2024-09-20 cs.LG cs.AI eess.SP 84%

FoME: A Foundation Model for EEG using Adaptive Temporal-Lateral Attention Scaling

Enze Shi, Kui Zhao, Qilong Yuan, Jiaqi Wang, Huawen Hu, Sigang Yu, Shu Zhang

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

2409.03251 2024-09-06 cs.HC cs.LG cs.SY eess.SY 84%

Dual-TSST: A Dual-Branch Temporal-Spectral-Spatial Transformer Model for EEG Decoding

Hongqi Li, Haodong Zhang, Yitong Chen

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

2404.15311 2024-08-08 eess.SP cs.AI cs.LG 84%

Fusing Pretrained ViTs with TCNet for Enhanced EEG Regression

Eric Modesitt, Haicheng Yin, Williams Huang Wang, Brian Lu

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

Comments Accepted HCI International 2024

2407.07595 2024-07-11 q-bio.NC cs.HC cs.SD eess.AS 84%

Scaling Law in Neural Data: Non-Invasive Speech Decoding with 175 Hours of EEG Data

Motoshige Sato, Kenichi Tomeoka, Ilya Horiguchi, Kai Arulkumaran, Ryota Kanai, Shuntaro Sasai

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

2404.15373 2024-04-25 eess.SP cs.AI cs.LG 84%

Robust EEG-based Emotion Recognition Using an Inception and Two-sided Perturbation Model

Shadi Sartipi, Mujdat Cetin

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

2311.04234 2024-01-26 eess.SP cs.CV cs.LG 84%

Leveraging sinusoidal representation networks to predict fMRI signals from EEG

Yamin Li, Ange Lou, Ziyuan Xu, Shiyu Wang, Catie Chang

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

2401.08851 2024-01-18 cs.LG cs.CL cs.SD eess.AS q-bio.NC 84%

Using i-vectors for subject-independent cross-session EEG transfer learning

Jonathan Lasko, Jeff Ma, Mike Nicoletti, Jonathan Sussman-Fort, Sooyoung Jeong, William Hartmann

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

Comments 11 pages

2309.07690 2024-01-18 eess.SP cs.LG 84%

A DenseNet-based method for decoding auditory spatial attention with EEG

Xiran Xu, Bo Wang, Yujie Yan, Xihong Wu, Jing Chen

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

Comments 5 pages, 3 figures, has been accepted by ICASSP 2024

2310.02152 2023-12-21 q-bio.NC cs.LG q-bio.QM 84%

Graph Neural Network-based EEG Classification: A Survey

Dominik Klepl, Min Wu, Fei He

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

Comments 14 pages, 3 figures

2312.00799 2023-12-05 eess.SP cs.LG 84%

hvEEGNet: exploiting hierarchical VAEs on EEG data for neuroscience applications

Giulia Cisotto, Alberto Zancanaro, Italo F. Zoppis, Sara L. Manzoni

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

2311.12666 2023-11-22 cs.LG eess.SP 84%

SSVEP-DAN: A Data Alignment Network for SSVEP-based Brain Computer Interfaces

Sung-Yu Chen, Chi-Min Chang, Kuan-Jung Chiang, Chun-Shu Wei

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

2311.08113 2023-11-15 q-bio.QM cs.LG eess.SP 84%

Understanding learning from EEG data: Combining machine learning and feature engineering based on hidden Markov models and mixed models

Gabriel Rodrigues Palma, Conor Thornberry, Seán Commins, Rafael de Andrade Moral

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

Comments 25 pages

2310.17335 2023-10-27 cs.LG eess.SP 84%

A multi-artifact EEG denoising by frequency-based deep learning

Matteo Gabardi, Aurora Saibene, Francesca Gasparini, Daniele Rizzo, Fabio Antonio Stella

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

Comments Accepted at the Italian Workshop on Artificial Intelligence for Human-Machine Interaction (AIxHMI 2023), November 06, 2023, Rome, Italy

2307.13181 2023-08-08 cs.LG q-bio.NC 84%

Neural Memory Decoding with EEG Data and Representation Learning

Glenn Bruns, Michael Haidar, Federico Rubino

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

Comments 18 pages, 18 figures

2307.14389 2023-07-28 eess.AS cs.CL cs.HC cs.LG 84%

Diff-E: Diffusion-based Learning for Decoding Imagined Speech EEG

Soowon Kim, Young-Eun Lee, Seo-Hyun Lee, Seong-Whan Lee

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

Comments Accepted to Interspeech 2023

2307.08501 2023-07-18 eess.SP cs.LG cs.SD eess.AS 84%

Corticomorphic Hybrid CNN-SNN Architecture for EEG-based Low-footprint Low-latency Auditory Attention Detection

Richard Gall, Deniz Kocanaogullari, Murat Akcakaya, Deniz Erdogmus, Rajkumar Kubendran

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

2305.18234 2023-05-30 eess.SP cs.AI cs.LG 84%

Temporal Aware Mixed Attention-based Convolution and Transformer Network (MACTN) for EEG Emotion Recognition

Xiaopeng Si, Dong Huang, Yulin Sun, Dong Ming

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

2303.05798 2023-05-25 cs.LG eess.SP stat.ML 84%

Sliced-Wasserstein on Symmetric Positive Definite Matrices for M/EEG Signals

Clément Bonet, Benoît Malézieux, Alain Rakotomamonjy, Lucas Drumetz, Thomas Moreau, Matthieu Kowalski, Nicolas Courty

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

Comments Published as a conference paper at ICML2023

2304.11068 2023-04-24 eess.SP cs.HC cs.LG cs.RO q-bio.NC 84%

Color-based classification of EEG Signals for people with the severe locomotive disorder

Ankit Shrestha, Bikram Adhikari

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

Comments 6 pages, 3 figures, 14 graphs, 4 tables, 2 authors

2301.10167 2023-01-25 eess.SP cs.LG physics.optics 84%

EEG Opto-processor: epileptic seizure detection using diffractive photonic computing units

Tao Yan, Maoqi Zhang, Sen Wan, Kaifeng Shang, Haiou Zhang, Xun Cao, Xing Lin, Qionghai Dai

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

Comments 22 pages, 5 figures

1. EEG解码 3896 篇

DIVER-0 : A Fully Channel Equivariant EEG Foundation Model

The role of data partitioning on the performance of EEG-based deep learning models in supervised cross-subject analysis: a preliminary study

Oscillatory Signatures of Parkinson's Disease: Central and Parietal EEG Alterations Across Multiple Frequency Bands

Algorithmic Clustering based on String Compression to Extract P300 Structure in EEG Signals

EEG-ReMinD: Enhancing Neurodegenerative EEG Decoding through Self-Supervised State Reconstruction-Primed Riemannian Dynamics

RealMind: Advancing Visual Decoding and Language Interaction via EEG Signals

EEG-GMACN: Interpretable EEG Graph Mutual Attention Convolutional Network

Brain-Computer Interfaces for Emotional Regulation in Patients with Various Disorders

Automatic Classification of Sleep Stages from EEG Signals Using Riemannian Metrics and Transformer Networks

EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classification

FoME: A Foundation Model for EEG using Adaptive Temporal-Lateral Attention Scaling

Dual-TSST: A Dual-Branch Temporal-Spectral-Spatial Transformer Model for EEG Decoding

Fusing Pretrained ViTs with TCNet for Enhanced EEG Regression

Scaling Law in Neural Data: Non-Invasive Speech Decoding with 175 Hours of EEG Data

Robust EEG-based Emotion Recognition Using an Inception and Two-sided Perturbation Model

Leveraging sinusoidal representation networks to predict fMRI signals from EEG

Using i-vectors for subject-independent cross-session EEG transfer learning

A DenseNet-based method for decoding auditory spatial attention with EEG

Graph Neural Network-based EEG Classification: A Survey

hvEEGNet: exploiting hierarchical VAEs on EEG data for neuroscience applications

SSVEP-DAN: A Data Alignment Network for SSVEP-based Brain Computer Interfaces

Understanding learning from EEG data: Combining machine learning and feature engineering based on hidden Markov models and mixed models

A multi-artifact EEG denoising by frequency-based deep learning

Neural Memory Decoding with EEG Data and Representation Learning

Diff-E: Diffusion-based Learning for Decoding Imagined Speech EEG

Corticomorphic Hybrid CNN-SNN Architecture for EEG-based Low-footprint Low-latency Auditory Attention Detection

Temporal Aware Mixed Attention-based Convolution and Transformer Network (MACTN) for EEG Emotion Recognition

Sliced-Wasserstein on Symmetric Positive Definite Matrices for M/EEG Signals

Color-based classification of EEG Signals for people with the severe locomotive disorder

EEG Opto-processor: epileptic seizure detection using diffractive photonic computing units