脑机接口 / BCI - arXivDaily 专题

2307.02819 2023-07-07 cs.HC cs.LG 86%

Trends in Machine Learning and Electroencephalogram (EEG): A Review for Undergraduate Researchers

Nathan Koome Murungi, Michael Vinh Pham, Xufeng Dai, Xiaodong Qu

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

Comments 14 pages, 1 figure, HCI International 2023 Conference

2304.11106 2023-04-28 cs.NE cs.LG eess.SP 86%

A Convolutional Spiking Network for Gesture Recognition in Brain-Computer Interfaces

Yiming Ai, Bipin Rajendran

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

Comments Accepted at AICAS 2023

2304.06495 2023-04-14 eess.SP cs.LG 86%

An embedding for EEG signals learned using a triplet loss

Pierre Guetschel, Théodore Papadopoulo, Michael Tangermann

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

Comments 23 pages, 11 figures, 5 appendix pages, 6 appendix figures, work conducted in 2020-2021 during an ARPE (https://ens-paris-saclay.fr/en/masters/ens-paris-saclay-degree/year-pre-doctoral-research-abroad-arpe)

2304.06036 2023-04-14 eess.SP cs.HC 86%

Upper Limb Movement Execution Classification using Electroencephalography for Brain Computer Interface

Saadat Ullah Khan, Muhammad Majid, Syed Muhammad Anwar

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

2302.10121 2023-03-21 cs.HC q-bio.NC 86%

EEG2IMAGE: Image Reconstruction from EEG Brain Signals

Prajwal Singh, Pankaj Pandey, Krishna Miyapuram, Shanmuganathan Raman

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

Comments Accepted in ICASSP 2023

2206.14483 2022-11-16 cs.LG cs.AI eess.SP 86%

Data augmentation for learning predictive models on EEG: a systematic comparison

Cédric Rommel, Joseph Paillard, Thomas Moreau, Alexandre Gramfort

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

Comments Accepted in Journal of Neural Engineering

2210.06298 2022-10-13 eess.SP cs.AI cs.LG 86%

Cross Task Neural Architecture Search for EEG Signal Classifications

Yiqun Duan, Zhen Wang, Yi Li, Jianhang Tang, Yu-Kai Wang, Chin-Teng Lin

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

2209.01511 2022-09-07 cs.LG eess.SP 86%

Transfer Learning of an Ensemble of DNNs for SSVEP BCI Spellers without User-Specific Training

Osman Berke Guney, Huseyin Ozkan

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

Comments 8 pages, 5 figures

2208.11743 2022-08-26 cs.LG eess.SP 86%

EEG4Students: An Experimental Design for EEG Data Collection and Machine Learning Analysis

Guangyao Dou, Zheng Zhou

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

2208.08901 2022-08-19 eess.SP cs.LG 86%

EEG-BBNet: a Hybrid Framework for Brain Biometric using Graph Connectivity

Payongkit Lakhan, Nannapas Banluesombatkul, Natchaya Sricom, Korn Surapat, Ratha Rotruchiphong, Phattarapong Sawangjai, Tohru Yagi, Tulaya Limpiti, Theerawit Wilaiprasitporn

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

2204.04338 2022-04-12 cs.LG cs.AI cs.NE q-bio.NC 86%

Fuzzy temporal convolutional neural networks in P300-based Brain-computer interface for smart home interaction

Christian Flores Vega, Jonathan Quevedo, Elmer Escandón, Mehrin Kiani, Weiping Ding, Javier Andreu-Perez

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

Journal ref Applied Soft Computing 117 (2022) 108359

2109.02165 2022-04-05 eess.SP cs.AI cs.LG 86%

FBDNN: Filter Banks and Deep Neural Networks for Portable and Fast Brain-Computer Interfaces

Pedro R. A. S. Bassi, Romis Attux

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

Comments We included additional tests of statistical significance

2011.08562 2022-02-09 cs.LG eess.SP 86%

A Deep Neural Network for SSVEP-based Brain-Computer Interfaces

Osman Berke Guney, Muhtasham Oblokulov, Huseyin Ozkan

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

Comments 12 pages, 9 figures

Journal ref IEEE Transactions on Biomedical Engineering, vol. 69, no. 2, pp. 932-944, 2022

2112.04176 2021-12-09 cs.HC eess.SP 86%

Mobile BCI dataset of scalp- and ear-EEGs with ERP and SSVEP paradigms while standing, walking, and running

Young-Eun Lee, Gi-Hwan Shin, Minji Lee, Seong-Whan Lee

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

Comments accepted paper from Scientific Data

2112.02566 2021-12-07 cs.HC eess.SP 86%

Improving Intention Detection in Single-Trial Classification through Fusion of EEG and Eye-tracker Data

Xianliang Ge, Yunxian Pan, Sujie Wang, Linze Qian, Jingjia Yuan, Jie Xu, Nitish Thakor, Yu Sun

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

2111.10026 2021-11-23 eess.SP cs.LG 86%

IC-U-Net: A U-Net-based Denoising Autoencoder Using Mixtures of Independent Components for Automatic EEG Artifact Removal

Chun-Hsiang Chuang, Kong-Yi Chang, Chih-Sheng Huang, Tzyy-Ping Jung

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

2110.02785 2021-10-07 eess.SP cs.HC 86%

A case study on profiling of an EEG-based brain decoding interface on Cloud and Edge servers

Alexandra Samsonova, Barry J. Devereux, Georgios Karakonstantis, Lev Mukhanov

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

2106.11170 2021-06-23 eess.SP cs.AI cs.LG 86%

Transformer-based Spatial-Temporal Feature Learning for EEG Decoding

Yonghao Song, Xueyu Jia, Lie Yang, Longhan Xie

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

Comments 10 pages, 6 figures

2102.09050 2021-06-08 eess.SP cs.LG 86%

End-to-end learnable EEG channel selection for deep neural networks with Gumbel-softmax

Thomas Strypsteen, Alexander Bertrand

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

Comments Updated revisions

2010.06503 2021-03-19 eess.SP cs.AI cs.LG eess.IV 86%

Transfer Learning and SpecAugment applied to SSVEP Based BCI Classification

Pedro R. A. S. Bassi, Willian Rampazzo, Romis Attux

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

Journal ref Biomedical Signal Processing and Control 67 (2021) 102542

2102.06015 2021-03-12 eess.SP cs.LG 86%

RIGOLETTO -- RIemannian GeOmetry LEarning: applicaTion To cOnnectivity. A contribution to the Clinical BCI Challenge -- WCCI2020

Marie-Constance Corsi, Florian Yger, Sylvain Chevallier, Camille Noûs

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

Comments 7 pages, 7 figures, submitted to ICASSP conference

1905.13161 2021-03-11 eess.SP cs.HC 86%

Simultaneous induction of SSMVEP and SMR Using a Gaiting video stimulus: a novel hybrid brain-computer interface

Xin Zhang, Guanghua Xu, Aravind Ravi, Sarah Pearce, Ning Jiang

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

Comments 22 pages, 7 figures and 2 tables

Journal ref Journal of Neural Engineering, Mar. 2020

2012.06813 2020-12-15 eess.SP cs.LG 86%

Improving EEG Decoding via Clustering-based Multi-task Feature Learning

Yu Zhang, Tao Zhou, Wei Wu, Hua Xie, Hongru Zhu, Guoxu Zhou, Andrzej Cichocki

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

2009.09116 2020-09-22 eess.SP cs.LG 86%

Analysis of artifacts in EEG signals for building BCIs

Srihari Maruthachalam

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

2008.07660 2020-08-19 cs.LG eess.SP 86%

Revisiting the Application of Feature Selection Methods to Speech Imagery BCI Datasets

Javad Rahimipour Anaraki, Jae Moon, Tom Chau

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

Comments 5 pages, 2 figures

2006.08122 2020-06-16 cs.LG eess.SP 86%

Classification and Recognition of Encrypted EEG Data Neural Network

Yongshuang Liu, Haiping Huang, Fu Xiao, Reza Malekian, Wenming Wang

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

Journal ref JISA, 2020

2006.02902 2020-06-05 eess.AS cs.LG cs.SD eess.SP 86%

Constrained Variational Autoencoder for improving EEG based Speech Recognition Systems

Gautam Krishna, Co Tran, Mason Carnahan, Ahmed Tewfik

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

Comments Under Review. arXiv admin note: substantial text overlap with arXiv:2006.01260

2005.11151 2020-05-25 cs.HC cs.AI eess.SP 86%

Attention Patterns Detection using Brain Computer Interfaces

Felix G. Hamza-Lup, Adytia Suri, Ionut E. Iacob, Ioana R. Goldbach, Lateef Rasheed, Paul N. Borza

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

Journal ref ACM SE 2020

2001.02399 2020-05-19 cs.LG eess.SP stat.ML 86%

EEG-based Drowsiness Estimation for Driving Safety using Deep Q-Learning

Yurui Ming, Dongrui Wu, Yu-Kai Wang, Yuhui Shi, Chin-Teng Lin

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

2004.01973 2020-04-07 cs.HC cs.LG 86%

Investigating EEG-Based Functional Connectivity Patterns for Multimodal Emotion Recognition

Xun Wu, Wei-Long Zheng, Bao-Liang Lu

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

Comments 15 pages, 11 figures

1. EEG解码 3894 篇

Trends in Machine Learning and Electroencephalogram (EEG): A Review for Undergraduate Researchers

A Convolutional Spiking Network for Gesture Recognition in Brain-Computer Interfaces

An embedding for EEG signals learned using a triplet loss

Upper Limb Movement Execution Classification using Electroencephalography for Brain Computer Interface

EEG2IMAGE: Image Reconstruction from EEG Brain Signals

Data augmentation for learning predictive models on EEG: a systematic comparison

Cross Task Neural Architecture Search for EEG Signal Classifications

Transfer Learning of an Ensemble of DNNs for SSVEP BCI Spellers without User-Specific Training

EEG4Students: An Experimental Design for EEG Data Collection and Machine Learning Analysis

EEG-BBNet: a Hybrid Framework for Brain Biometric using Graph Connectivity

Fuzzy temporal convolutional neural networks in P300-based Brain-computer interface for smart home interaction

FBDNN: Filter Banks and Deep Neural Networks for Portable and Fast Brain-Computer Interfaces

A Deep Neural Network for SSVEP-based Brain-Computer Interfaces

Mobile BCI dataset of scalp- and ear-EEGs with ERP and SSVEP paradigms while standing, walking, and running

Improving Intention Detection in Single-Trial Classification through Fusion of EEG and Eye-tracker Data

IC-U-Net: A U-Net-based Denoising Autoencoder Using Mixtures of Independent Components for Automatic EEG Artifact Removal

A case study on profiling of an EEG-based brain decoding interface on Cloud and Edge servers

Transformer-based Spatial-Temporal Feature Learning for EEG Decoding

End-to-end learnable EEG channel selection for deep neural networks with Gumbel-softmax

Transfer Learning and SpecAugment applied to SSVEP Based BCI Classification

RIGOLETTO -- RIemannian GeOmetry LEarning: applicaTion To cOnnectivity. A contribution to the Clinical BCI Challenge -- WCCI2020

Simultaneous induction of SSMVEP and SMR Using a Gaiting video stimulus: a novel hybrid brain-computer interface

Improving EEG Decoding via Clustering-based Multi-task Feature Learning

Analysis of artifacts in EEG signals for building BCIs

Revisiting the Application of Feature Selection Methods to Speech Imagery BCI Datasets

Classification and Recognition of Encrypted EEG Data Neural Network

Constrained Variational Autoencoder for improving EEG based Speech Recognition Systems

Attention Patterns Detection using Brain Computer Interfaces

EEG-based Drowsiness Estimation for Driving Safety using Deep Q-Learning

Investigating EEG-Based Functional Connectivity Patterns for Multimodal Emotion Recognition