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Eeg Decoding

EEG Decoding - extracting useful information directly from EEG data.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–25 of 74 papers

TitleStatusHype
CTNet: A Convolutional Transformer Network for EEG-Based Motor Imagery ClassificationCode3
CBraMod: A Criss-Cross Brain Foundation Model for EEG DecodingCode3
Physics-inform attention temporal convolutional network for EEG-based motor imagery classificationCode2
DBConformer: Dual-Branch Convolutional Transformer for EEG DecodingCode2
TCANet: A Temporal Convolutional Attention Network for Motor Imagery EEG DecodingCode1
Transformer-based Spatial-Temporal Feature Learning for EEG DecodingCode1
EEG-CLIP : Learning EEG representations from natural language descriptionsCode1
ExBrainable: An Open-Source GUI for CNN-based EEG Decoding and Model InterpretationCode1
Deep learning with convolutional neural networks for EEG decoding and visualizationCode1
fMRI from EEG is only Deep Learning away: the use of interpretable DL to unravel EEG-fMRI relationshipsCode1
Spatial Variation Generation Algorithm for Motor Imagery Data Augmentation: Increasing the Density of Sample VicinityCode1
Subject-Aware Contrastive Learning for BiosignalsCode1
Weight Freezing: A Regularization Approach for Fully Connected Layers with an Application in EEG ClassificationCode1
Time-space-frequency feature Fusion for 3-channel motor imagery classificationCode1
Enhancing Low-Density EEG-Based Brain-Computer Interfaces with Similarity-Keeping Knowledge DistillationCode1
MAtt: A Manifold Attention Network for EEG DecodingCode1
MVCNet: Multi-View Contrastive Network for Motor Imagery ClassificationCode1
Uncertainty Detection and Reduction in Neural Decoding of EEG SignalsCode0
Deep Riemannian Networks for End-to-End EEG DecodingCode0
Geometric Neural Network based on Phase Space for BCI-EEG decodingCode0
Large Transformers are Better EEG LearnersCode0
Decoding P300 Variability using Convolutional Neural NetworksCode0
Embedding neurophysiological signalsCode0
Decoding kinetic features of hand motor preparation from single‐trial EEG using convolutional neural networksCode0
Aggregating Intrinsic Information to Enhance BCI Performance through Federated LearningCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BEIRAPearson Correlation0.44—Unverified