脑机接口 / BCI

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)

Predicting speech intelligibility from EEG in a non-linear classification paradigm

Bernd Accou, Mohammad Jalilpour Monesi, Hugo Van hamme, Tom Francart

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

Comments 12 pages, 12 figures

Automated Detection of Abnormalities from an EEG Recording of Epilepsy Patients With a Compact Convolutional Neural Network

Taku Shoji, Noboru Yoshida, Toshihisa Tanaka

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

A Time-Series Scale Mixture Model of EEG with a Hidden Markov Structure for Epileptic Seizure Detection

Akira Furui, Tomoyuki Akiyama, Toshio Tsuji

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

Comments Accepted at EMBC2021

Assessing learned features of Deep Learning applied to EEG

Dung Truong, Scott Makeig, Arnaud Delorme

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

Automatic detection of abnormal EEG signals using wavelet feature extraction and gradient boosting decision tree

Hezam Albaqami, Ghulam Mubashar Hassan, Abdulhamit Subasi, Amitava Datta

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

Journal ref Biomedical Signal Processing and Control, Volume 70, September 2021, 102957

Neural Network Based Epileptic EEG Detection and Classification

Shivam Gupta, Jyoti Meena, O. P Gupta

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

Comments 10 Pages, 3 Tables and 6 Figures

Journal ref Advances in Distributed Computing and Artificial Intelligence Journal,Vol. 9 No. 2 (2020), Articles, pages 23-32

Deep Neural Networks on EEG Signals to Predict Auditory Attention Score Using Gramian Angular Difference Field

Mahak Kothari, Shreyansh Joshi, Adarsh Nandanwar, Aadetya Jaiswal, Veeky Baths

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

Comments 7 pages, 3 figures

EEG functional connectivity and deep learning for automatic diagnosis of brain disorders: Alzheimer's disease and schizophrenia

Caroline L. Alves, Aruane M. Pineda, Kirstin Roster, Christiane Thielemann, Francisco A. Rodrigues

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

Comments 10 pages, 5 figures, 9 tables

EEG changes and motor deficits in Parkinson's disease patients: Correlation of motor scales and EEG power bands

Aleksandar Miladinović, Miloš Ajčević, Pierpaolo Busan, Joanna Jarmolowska, Manuela Deodatod, Susanna Mezzarobba, Piero Paolo Battaglini, Agostino Accardo

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

EEG based stress analysis using rhythm specific spectral feature for video gameplay

Shidhartho Roy, Monira Islam, Md. Salah Uddin Yusuf, Nushrat Jahan

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