脑机接口 / BCI

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

SaleNet: A low-power end-to-end CNN accelerator for sustained attention level evaluation using EEG

Chao Zhang, Zijian Tang, Taoming Guo, Jiaxin Lei, Jiaxin Xiao, Anhe Wang, Shuo Bai, Milin Zhang

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

Comments 5 pages, 4 figures, to be published in IEEE International Symposium on Circuits and Systems (ISCAS) 2022

EEG2Vec: Learning Affective EEG Representations via Variational Autoencoders

David Bethge, Philipp Hallgarten, Tobias Grosse-Puppendahl, Mohamed Kari, Lewis L. Chuang, Ozan Özdenizci, Albrecht Schmidt

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

Comments 8 pages, 7 figures

Self-supervised Group Meiosis Contrastive Learning for EEG-Based Emotion Recognition

Haoning Kan, Jiale Yu, Jiajin Huang, Zihe Liu, Haiyan Zhou

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

Comments 14 pages, 11 figures

Significant changes in EEG neural oscillations during different phases of three-dimensional multiple object tracking task (3D-MOT) imply different roles for attention and working memory

Yannick Roy, Jocelyn Faubert

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

Improving self-supervised pretraining models for epileptic seizure detection from EEG data

Sudip Das, Pankaj Pandey, Krishna Prasad Miyapuram

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

DriPP: Driven Point Processes to Model Stimuli Induced Patterns in M/EEG Signals

Cédric Allain, Alexandre Gramfort, Thomas Moreau

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

Schizophrenia detection based on EEG using Recurrent Auto-Encoder framework

Yihan Wu, Min Xia, Xiuzhu Wang, Yangsong Zhang

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

Preliminary study on the impact of EEG density on TMS-EEG classification in Alzheimer's disease

Alexandra-Maria Tautan, Elias Casula, Ilaria Borghi, Michele Maiella, Sonia Bonni, Marilena Minei, Martina Assogna, Bogdan Ionescu, Giacomo Koch, Emiliano Santarnecchi

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

Comments 4 pages, 4 figures, accepted to the 44th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 11-15 July 2022, Glasgow, Scotland, UK

Intelligent analysis of EEG signals to assess consumer decisions: A Study on Neuromarketing

Nikunj Phutela, Abhilash P, Kaushik Sreevathsan, B N Krupa

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

Comments 7 pages, 6 figures

Functional Connectivity Methods for EEG-based Biometrics on a Large, Heterogeneous Dataset

Pradeep Kumar G, Utsav Dutta, Kanishka Sharma, Ramakrishnan Angarai Ganesan

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

Comments 11 pages, 5 figures and 7 Tables