脑机接口 / BCI - arXivDaily 专题

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

2211.02024 2022-12-16 physics.med-ph cs.AI cs.LG q-bio.NC 84%

fMRI from EEG is only Deep Learning away: the use of interpretable DL to unravel EEG-fMRI relationships

Alexander Kovalev, Ilia Mikheev, Alexei Ossadtchi

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

Comments 11 pages. Add acknowledgment

2206.09051 2022-10-13 eess.SP q-bio.NC 84%

EPOC Emotiv EEG Basics

Rodrigo Ramele, Ana Julia Villar, Juan Miguel Santos

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

Comments 14 pages, 9 figures

2110.10011 2022-05-06 cs.HC eess.SP stat.ML 84%

Riemannian classification of EEG signals with missing values

Alexandre Hippert-Ferrer, Ammar Mian, Florent Bouchard, Frédéric Pascal

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

2204.07777 2022-04-19 eess.SP cs.CR cs.LG 84%

Exploiting Multiple EEG Data Domains with Adversarial Learning

David Bethge, Philipp Hallgarten, Ozan Özdenizci, Ralf Mikut, Albrecht Schmidt, Tobias Grosse-Puppendahl

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

Comments 5 pages, 3 figures, IEEE EMBC 2022 full paper

2203.14392 2022-03-29 cs.LG eess.SP 84%

Towards physiology-informed data augmentation for EEG-based BCIs

Oleksandr Zlatov, Benjamin Blankertz

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

2203.03481 2022-03-08 q-bio.NC cs.LG 84%

EEG to fMRI Synthesis Benefits from Attentional Graphs of Electrode Relationships

David Calhas, Rui Henriques

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

2112.00989 2022-02-22 cs.LG eess.SP 84%

Embedding Decomposition for Artifacts Removal in EEG Signals

Junjie Yu, Chenyi Li, Kexin Lou, Chen Wei, Quanying Liu

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

2001.00693 2021-09-14 eess.SP q-bio.NC 84%

A Brief Summary of EEG Artifact Handling

Ibrahim Kaya

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

Comments IntechOpen Available from: https://www.intechopen.com/online-first/77731

2107.14398 2021-08-02 cs.LG eess.SP 84%

On the interpretation of linear Riemannian tangent space model parameters in M/EEG

Reinmar J. Kobler, Jun-Ichiro Hirayama, Lea Hehenberger Catarina Lopes-Dias, Gernot R. Müller-Putz, Motoaki Kawanabe

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

2102.09188 2021-06-17 cs.LG eess.SP 84%

Edge Sparse Basis Network: A Deep Learning Framework for EEG Source Localization

Chen Wei, Kexin Lou, Zhengyang Wang, Mingqi Zhao, Dante Mantini, Quanying Liu

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

2009.12525 2021-05-26 cs.LG eess.SP 84%

Cross-individual Recognition of Emotions by a Dynamic Entropy based on Pattern Learning with EEG features

Xiaolong Zhong, Zhong Yin

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

2011.02195 2020-11-05 eess.SP cs.LG cs.SD eess.AS 84%

Correlation based Multi-phasal models for improved imagined speech EEG recognition

Rini A Sharon, Hema A Murthy

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

Journal ref Interspeech SMM 2020

1. EEG解码 3877 篇

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

fMRI from EEG is only Deep Learning away: the use of interpretable DL to unravel EEG-fMRI relationships

EPOC Emotiv EEG Basics

Riemannian classification of EEG signals with missing values

Exploiting Multiple EEG Data Domains with Adversarial Learning

Towards physiology-informed data augmentation for EEG-based BCIs

EEG to fMRI Synthesis Benefits from Attentional Graphs of Electrode Relationships

Embedding Decomposition for Artifacts Removal in EEG Signals

A Brief Summary of EEG Artifact Handling

On the interpretation of linear Riemannian tangent space model parameters in M/EEG

Edge Sparse Basis Network: A Deep Learning Framework for EEG Source Localization

Cross-individual Recognition of Emotions by a Dynamic Entropy based on Pattern Learning with EEG features

Correlation based Multi-phasal models for improved imagined speech EEG recognition