脑机接口 / BCI

Noise removal methods on ambulatory EEG: A Survey

Sarthak Johari, Gowri Namratha Meedinti, Radhakrishnan Delhibabu, Deepak Joshi

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

Perturbing a Neural Network to Infer Effective Connectivity: Evidence from Synthetic EEG Data

Peizhen Yang, Xinke Shen, Zongsheng Li, Zixiang Luo, Kexin Lou, Quanying Liu

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

Comments 7 pages, 3 figures, 1 table

Emotion Analysis on EEG Signal Using Machine Learning and Neural Network

S. M. Masrur Ahmed, Eshaan Tanzim Sabur

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

Classification of sleep stages from EEG, EOG and EMG signals by SSNet

Haifa Almutairi, Ghulam Mubashar Hassan, Amitava Datta

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

Decoding Taste Information in Human Brain: A Temporal and Spatial Reconstruction Data Augmentation Method Coupled with Taste EEG

Xiuxin Xia, Yuchao Yang, Yan Shi, Wenbo Zheng, Hong Men

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

Comments 10 pages, 11 figures, 30 references, article is being submitted

A Hybrid End-to-End Spatio-Temporal Attention Neural Network with Graph-Smooth Signals for EEG Emotion Recognition

Shadi Sartipi, Mastaneh Torkamani-Azar, Mujdat Cetin

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

Performance of data-driven inner speech decoding with same-task EEG-fMRI data fusion and bimodal models

Holly Wilson, Scott Wellington, Foteini Simistira Liwicki, Vibha Gupta, Rajkumar Saini, Kanjar De, Nosheen Abid, Sumit Rakesh, Johan Eriksson, Oliver Watts, Xi Chen, Mohammad Golbabaee, Michael J. Proulx, Marcus Liwicki, Eamonn O'Neill, Benjamin Metcalfe

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

Weight Freezing: A Regularization Approach for Fully Connected Layers with an Application in EEG Classification

Zhengqing Miao, Meirong Zhao

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

Comments 16 pages, 5 figures

Using EEG Signals to Assess Workload during Memory Retrieval in a Real-world Scenario

Kuan-Jung Chiang, Steven Dong, Chung-Kuan Cheng, Tzyy-Ping Jung

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

Comments This paper is published in Journal of Neural Engineering (2023). 19 pages, 9 figures

EEG-Fest: Few-shot based Attention Network for Driver's Vigilance Estimation with EEG Signals

Ning Ding, Ce Zhang, Azim Eskandarian

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

Comments Submitted to peer review journal for review

CIT-EmotionNet: CNN Interactive Transformer Network for EEG Emotion Recognition

Wei Lu, Hua Ma, Tien-Ping Tan

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

Comments 10 pages,3 tables

Lightweight Convolution Transformer for Cross-patient Seizure Detection in Multi-channel EEG Signals

Salim Rukhsar, Anil K. Tiwari

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

Comments The paper is under review in Neural Network, Elsevier

An EEG Channel Selection Framework for Driver Drowsiness Detection via Interpretability Guidance

Xinliang Zhou, Dan Lin, Ziyu Jia, Jiaping Xiao, Chenyu Liu, Liming Zhai, Yang Liu

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

EEGSN: Towards Efficient Low-latency Decoding of EEG with Graph Spiking Neural Networks

Xi Chen, Siwei Mai, Konstantinos Michmizos

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

Comments This article has been withdrawn due to an internal dispute

Improving EEG-based Emotion Recognition by Fusing Time-frequency And Spatial Representations

Kexin Zhu, Xulong Zhang, Jianzong Wang, Ning Cheng, Jing Xiao

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

Comments Accepted by ICASSP 2023 - The 48th IEEE International Conference on Acoustics, Speech, & Signal Processing

Explainable Data Poison Attacks on Human Emotion Evaluation Systems based on EEG Signals

Zhibo Zhang, Sani Umar, Ahmed Y. Al Hammadi, Sangyoung Yoon, Ernesto Damiani, Claudio Agostino Ardagna, Nicola Bena, Chan Yeob Yeun

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

Journal ref IEEE Access 2023

Assessing gender fairness in EEG-based machine learning detection of Parkinson's disease: A multi-center study

Anna Kurbatskaya, Alberto Jaramillo-Jimenez, John Fredy Ochoa-Gomez, Kolbjørn Brønnick, Alvaro Fernandez-Quilez

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

One step closer to EEG based eye tracking

Wolfgang Fuhl, Susanne Zabel, Theresa Harbig, Julia Astrid Moldt, Teresa Festl Wiete, Anne Herrmann Werner, Kay Nieselt

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

Depression Diagnosis and Drug Response Prediction via Recurrent Neural Networks and Transformers Utilizing EEG Signals

Abdolkarim Saeedi, Arash Maghsoudi, Fereidoun Nowshiravan Rahatabad

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

Neonatal EEG graded for severity of background abnormalities in hypoxic-ischaemic encephalopathy

John M O'Toole, Sean R Mathieson, Sumit A Raurale, Fabio Magarelli, William P Marnane, Gordon Lightbody, Geraldine B Boylan

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

Journal ref Sci Data 10, 129 (2023)

MP-SeizNet: A Multi-Path CNN Bi-LSTM Network for Seizure-Type Classification Using EEG

Hezam Albaqami, Ghulam Mubashar Hassan, Amitava Datta

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

Journal ref Biomed. Signal Process. Control. 84 (2023) 104780

Machine Learning-Based Detection of Parkinson's Disease From Resting-State EEG: A Multi-Center Study

Anna Kurbatskaya, Alberto Jaramillo-Jimenez, John Fredy Ochoa-Gomez, Kolbjørn Brønnick, Alvaro Fernandez-Quilez

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

Evaluation of Interpretability for Deep Learning algorithms in EEG Emotion Recognition: A case study in Autism

Juan Manuel Mayor-Torres, Sara Medina-DeVilliers, Tessa Clarkson, Matthew D. Lerner, Giuseppe Riccardi

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

Self-supervised EEG Representation Learning for Automatic Sleep Staging

Chaoqi Yang, Danica Xiao, M. Brandon Westover, Jimeng Sun

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

Comments Preprocessing and Code in Github: https://github.com/ycq091044/ContraWR

Towards Voice Reconstruction from EEG during Imagined Speech

Young-Eun Lee, Seo-Hyun Lee, Sang-Ho Kim, Seong-Whan Lee

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

Comments 9 pages, 4 figures, accepted paper of AAAI 2023 in main track

Self-Supervised Learning for Anomalous Channel Detection in EEG Graphs: Application to Seizure Analysis

Thi Kieu Khanh Ho, Narges Armanfard

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

Comments Accepted at AAAI-23 (Oral)

Unsupervised Multivariate Time-Series Transformers for Seizure Identification on EEG

İlkay Yıldız Potter, George Zerveas, Carsten Eickhoff, Dominique Duncan

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

Comments IEEE Conference on Machine Learning and Applications (ICMLA) 2022

RaspberryPi to measure EEG, ECG, EMG and EOG with Shield PiEEG

Ildar Rakhmatulin

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

Classification of Distraction Levels Using Hybrid Deep Neural Networks From EEG Signals

Dae-Hyeok Lee, Sung-Jin Kim, Yeon-Woo Choi

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

Comments 4 pages, 2 figures, 1 table

Inferring latent neural sources via deep transcoding of simultaneously acquired EEG and fMRI

Xueqing Liu, Tao Tu, Paul Sajda

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