脑机接口 / BCI

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

Rethinking Saliency Map: An Context-aware Perturbation Method to Explain EEG-based Deep Learning Model

Hanqi Wang, Xiaoguang Zhu, Tao Chen, Chengfang Li, Liang Song

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

Domain-Invariant Representation Learning from EEG with Private Encoders

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

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

Comments 5 pages, 1 figure

Multichannel Synthetic Preictal EEG Signals to Enhance the Prediction of Epileptic Seizures

Yankun Xu, Jie Yang, Mohamad Sawan

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

Comments 10 pages, 10 figures, 4 tables, accepted to IEEE Transactions on Biomedical Engineering

GMSS: Graph-Based Multi-Task Self-Supervised Learning for EEG Emotion Recognition

Yang Li, Ji Chen, Fu Li, Boxun Fu, Hao Wu, Youshuo Ji, Yijin Zhou, Yi Niu, Guangming Shi, Wenming Zheng

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

Energy-Efficient Tree-Based EEG Artifact Detection

Thorir Mar Ingolfsson, Andrea Cossettini, Simone Benatti, Luca Benini

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

Comments 6 pages, 3 figures, 2 tables

Benchmarking Domain Generalization on EEG-based Emotion Recognition

Yan Li, Hao Chen, Jake Zhao, Haolan Zhang, Jinpeng Li

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

Comments 4 pages, 2 figures

Epileptic Seizure Risk Assessment by Multi-Channel Imaging of the EEG

Tiago Leal, Fabio Lopes, Cesar Teixeira, Antonio Dourado

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

Comments 9 pages, 6 figures, one table

Adaptive Spike-Like Representation of EEG Signals for Sleep Stages Scoring

Lingwei Zhu, Koki Odani, Ziwei Yang, Guang Shi, Yirong Kan, Zheng Chen, Renyuan Zhang

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

Comments 4 pages, accepted for EMBC 2022

mulEEG: A Multi-View Representation Learning on EEG Signals

Vamsi Kumar, Likith Reddy, Shivam Kumar Sharma, Kamalakar Dadi, Chiranjeevi Yarra, Bapi S. Raju, Srijithesh Rajendran

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

Comments Preprint version

Analysis of EEG frequency bands for Envisioned Speech Recognition

Ayush Tripathi

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

EEG based Emotion Recognition: A Tutorial and Review

Xiang Li, Yazhou Zhang, Prayag Tiwari, Dawei Song, Bin Hu, Meihong Yang, Zhigang Zhao, Neeraj Kumar, Pekka Marttinen

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

DAGAM: A Domain Adversarial Graph Attention Model for Subject Independent EEG-Based Emotion Recognition

Tao Xu, Wang Dang, Jiabao Wang, Yun Zhou

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

Comments 8 pages, 2 figures

Automated Parkinson's Disease Detection and Affective Analysis from Emotional EEG Signals

Ravikiran Parameshwara, Soujanya Narayana, Murugappan Murugappan, Ramanathan Subramanian, Ibrahim Radwan, Roland Goecke

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

Comments 12 pages, 6 figures

Ensemble approach for detection of depression using EEG features

Egils Avots, Klavs Jermakovs, Maie Bachmann, Laura Paeske, Cagri Ozcinar, Gholamreza Anbarjafari

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

Comments 8 pages, 2 figures

Spectro Temporal EEG Biomarkers For Binary Emotion Classification

Upasana Tiwari, Rupayan Chakraborty, Sunil Kumar Kopparapu

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

Subject-Independent Drowsiness Recognition from Single-Channel EEG with an Interpretable CNN-LSTM model

Jian Cui, Zirui Lan, Tianhu Zheng, Yisi Liu, Olga Sourina, Lipo Wang, Wolfgang Müller-Wittig

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

Journal ref 2021 International Conference on Cyberworlds (CW), 2021, pp. 201-208

Multiscale Fractal Analysis on EEG Signals for Music-Induced Emotion Recognition

Kleanthis Avramidis, Athanasia Zlatintsi, Christos Garoufis, Petros Maragos

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

Comments 5 pages, 3 figures, 3 tables, European Signal Processing Conference (EUSIPCO) 2021, Dublin, Ireland

Detection of Epileptic Seizures on EEG Signals Using ANFIS Classifier, Autoencoders and Fuzzy Entropies

Afshin Shoeibi, Navid Ghassemi, Marjane Khodatars, Parisa Moridian, Roohallah Alizadehsani, Assef Zare, Abbas Khosravi, Abdulhamit Subasi, U. Rajendra Acharya, J. Manuel Gorriz

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

Journal ref Biomedical Signal Processing and Control, Volume 73, 2022, 103417

EEG-based Emotional Video Classification via Learning Connectivity Structure

Soobeom Jang, Seong-Eun Moon, Jong-Seok Lee

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

Comments 11 pages, accepted to IEEE Transactions on Affective Computing

Automatic Diagnosis of Schizophrenia in EEG Signals Using CNN-LSTM Models

Afshin Shoeibi, Delaram Sadeghi, Parisa Moridian, Navid Ghassemi, Jonathan Heras, Roohallah Alizadehsani, Ali Khadem, Yinan Kong, Saeid Nahavandi, Yu-Dong Zhang, Juan M. Gorriz

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

Journal ref Front. Neuroinform. 15:777977 (2021)