脑机接口 / BCI

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Comments This article has been withdrawn due to an internal dispute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

Target-centered Subject Transfer Framework for EEG Data Augmentation

Kang Yin, Byeong-Hoo Lee, Byoung-Hee Kwon, Jeong-Hyun Cho

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

EEG aided boosting of single-lead ECG based sleep staging with Deep Knowledge Distillation

Vaibhav Joshi, Sricharan V, Preejith SP, Mohanasankar Sivaprakasam

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

Comments Medical Measurements and Apllications (MeMeA-2022)

A Knowledge Distillation Framework For Enhancing Ear-EEG Based Sleep Staging With Scalp-EEG Data

Mithunjha Anandakumar, Jathurshan Pradeepkumar, Simon L. Kappel, Chamira U. S. Edussooriya, Anjula C. De Silva

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

Comments Code available at : https://github.com/Mithunjha/EarEEG_KnowledgeDistillation

MAEEG: Masked Auto-encoder for EEG Representation Learning

Hsiang-Yun Sherry Chien, Hanlin Goh, Christopher M. Sandino, Joseph Y. Cheng

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

Comments 10 pages, 5 figures, accepted by Workshop on Learning from Time Series for Health, NeurIPS2022 as poster presentation

Weight-based Channel-model Matrix Framework provides a reasonable solution for EEG-based cross-dataset emotion recognition

Huayu Chen, Huanhuan He, Jing Zhu, Shuting Sun, Jianxiu Li, Xuexiao Shao, Junxiang Li, Xiaowei Li, Bin Hu

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

Comments 18 pages, 12 figures, 8 tables

Automatic Sleep Scoring from Large-scale Multi-channel Pediatric EEG

Harlin Lee, Aaqib Saeed

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

Comments Learning from Time Series for Health. Workshop at NeurIPS 2022

A Monotonicity Constrained Attention Module for Emotion Classification with Limited EEG Data

Dongyang Kuang, Craig Michoski, Wenting Li, Rui Guo

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

Comments A Preprint for the accepted work by MICCAI 2022 workshop: Medical Image Learning with Noisy and Limited Data

Journal ref Lecture Notes in Computer Science, vol 13559. Springer (2022)

Removal of Ocular Artifacts in EEG Using Deep Learning

Mehmet Akif Ozdemir, Sumeyye Kizilisik, Onan Guren

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

Comments 6 pages, 3 figures

EEG-Based Epileptic Seizure Prediction Using Temporal Multi-Channel Transformers

Ricardo V. Godoy, Tharik J. S. Reis, Paulo H. Polegato, Gustavo J. G. Lahr, Ricardo L. Saute, Frederico N. Nakano, Helio R. Machado, Americo C. Sakamoto, Marcelo Becker, Glauco A. P. Caurin

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

Comments 15 pages, 10 figures

Examining Uniqueness and Permanence of the WAY EEG GAL dataset toward User Authentication

Aratrika Ray-Dowling

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