Deep learning-based electroencephalography analysis: a systematic review

16 January 2019

Papers citing "Deep learning-based electroencephalography analysis: a systematic review"

30 / 30 papers shown

Title
Enhancing Representation Learning of EEG Data with Masked Autoencoders Yifei Zhou Sitong Liu 41 0 0 09 Aug 2024
Benchmarking Neural Decoding Backbones towards Enhanced On-edge iBCI Applications Zhou Zhou Guohang He Zheng Zhang Luziwei Leng Qinghai Guo Jianxing Liao Xuan Song Ran Cheng 47 2 0 08 Jun 2024
CausalConceptTS: Causal Attributions for Time Series Classification using High Fidelity Diffusion Models Juan Miguel Lopez Alcaraz Nils Strodthoff DiffM AI4TS CML 29 2 0 24 May 2024
Decoding Continuous Character-based Language from Non-invasive Brain Recordings Cenyuan Zhang Xiaoqing Zheng Ruicheng Yin Shujie Geng Jianhan Xu ... Changze Lv Zixuan Ling Xuanjing Huang Miao Cao Jianfeng Feng 38 0 0 17 Mar 2024
Two Heads are Better than One: A Bio-inspired Method for Improving Classification on EEG-ET Data Eric Modesitt Ruiqi Yang Qi Liu 18 3 0 25 Mar 2023
Partial Label Learning for Emotion Recognition from EEG Guangyi Zhang Ali Etemad 49 2 0 25 Feb 2023
Subject-Independent Classification of Brain Signals using Skip Connections Soowon Kim Ji-Won Lee Young-Eun Lee Seo-Hyun Lee 11 0 0 19 Jan 2023
Functional Neural Networks: Shift invariant models for functional data with applications to EEG classification Florian Heinrichs Mavin Heim Corinna Weber OOD 30 7 0 14 Jan 2023
Emotion Recognition With Temporarily Localized Émotional Events' in Naturalistic Context Mohammad Asif Sudhakar Mishra Majithia Tejas Vinodbhai U. Tiwary 9 1 0 25 Oct 2022
Decoding speech perception from non-invasive brain recordings Alexandre Défossez Charlotte Caucheteux Jérémy Rapin Ori Kabeli J. King 35 116 0 25 Aug 2022
Convolutional Neural Networks with A Topographic Representation Module for EEG-Based Brain-Computer Interfaces Xinbin Liang Yaru Liu Yang Yu Kaixuan Liu Yadong Liu Zongtan Zhou 13 0 0 23 Aug 2022
BrainActivity1: A Framework of EEG Data Collection and Machine Learning Analysis for College Students Zheng Zhou Guangyao Dou Xiaodong Qu 21 12 0 27 Jul 2022
Time Majority Voting, a PC-based EEG Classifier for Non-expert Users Guangyao Dou Zheng Zhou Xiaodong Qu 28 17 0 26 Jul 2022
A streamable large-scale clinical EEG dataset for Deep Learning Dung Truong Manisha Sinha K. Venkataraju M. Milham Arnaud Delorme 24 4 0 04 Mar 2022
Bridging the Gap Between Patient-specific and Patient-independent Seizure Prediction via Knowledge Distillation Di Wu Jie Yang Mohamad Sawan FedML 42 21 0 25 Feb 2022
AI-based Reconstruction for Fast MRI -- A Systematic Review and Meta-analysis Yutong Chen Carola-Bibiane Schönlieb Pietro Lio' T. Leiner P. Dragotti Ge Wang Daniel Rueckert D. Firmin Guang Yang 30 87 0 23 Dec 2021
Subject-Independent Drowsiness Recognition from Single-Channel EEG with an Interpretable CNN-LSTM model Jian Cui Zirui Lan Tianhu Zheng Yisi Liu O. Sourina Lipo P. Wang W. Müller-Wittig 13 16 0 21 Nov 2021
Automatic Sleep Staging of EEG Signals: Recent Development, Challenges, and Future Directions Huy P Phan Kaare B. Mikkelsen 19 93 0 03 Nov 2021
Decoding ECoG signal into 3D hand translation using deep learning Maciej Śliwowski Matthieu Martin Antoine Souloumiac P. Blanchart T. Aksenova 20 27 0 05 Oct 2021
GANSER: A Self-supervised Data Augmentation Framework for EEG-based Emotion Recognition Zhi Zhang S. Zhong Yong Liu 27 62 0 07 Sep 2021
EEG-ConvTransformer for Single-Trial EEG based Visual Stimuli Classification Subhranil Bagchi Deepti R. Bathula ViT 21 10 0 08 Jul 2021
Deep Convolutional Neural Network Applied to Electroencephalography: Raw Data vs Spectral Features Dung Truong M. Milham S. Makeig Arnaud Delorme 12 12 0 11 May 2021
End-to-end learnable EEG channel selection for deep neural networks with Gumbel-softmax Thomas Strypsteen Alexander Bertrand 33 50 0 11 Feb 2021
BENDR: using transformers and a contrastive self-supervised learning task to learn from massive amounts of EEG data Demetres Kostas Stephane Aroca-Ouellette Frank Rudzicz SSL 41 202 0 28 Jan 2021
Automatic detection of abnormal EEG signals using wavelet feature extraction and gradient boosting decision tree H. Albaqami Ghulam Mubashar Hassan A. Subasi A. Datta 18 68 0 18 Dec 2020
Predicting the Transition from Short-term to Long-term Memory based on Deep Neural Network Gi-Hwan Shin Young-Seok Kweon Minji Lee 8 2 0 07 Dec 2020
Machine-Learning-Based Diagnostics of EEG Pathology Lukas A. W. Gemein R. Schirrmeister P. Chrabaszcz Daniel Wilson Joschka Boedecker A. Schulze-Bonhage Frank Hutter T. Ball 22 153 0 11 Feb 2020
A few filters are enough: Convolutional Neural Network for P300 Detection Alicia Montserrat Alvarado-González Gibran Fuentes Pineda J. Cervantes-Ojeda 9 17 0 16 Sep 2019
Towards More Accurate Automatic Sleep Staging via Deep Transfer Learning Huy P Phan Oliver Y. Chén P. Koch Zongqing Lu Ian Mcloughlin Alfred Mertins M. D. Vos 29 116 0 30 Jul 2019
Signal2Image Modules in Deep Neural Networks for EEG Classification Paschalis A. Bizopoulos G. Lambrou D. Koutsouris 17 30 0 18 Apr 2019