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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
CBraMod: A Criss-Cross Brain Foundation Model for EEG DecodingCode3
CTNet: A Convolutional Transformer Network for EEG-Based Motor Imagery ClassificationCode3
DBConformer: Dual-Branch Convolutional Transformer for EEG DecodingCode2
Physics-inform attention temporal convolutional network for EEG-based motor imagery classificationCode2
TCANet: A Temporal Convolutional Attention Network for Motor Imagery EEG DecodingCode1
EEG-CLIP : Learning EEG representations from natural language descriptionsCode1
MVCNet: Multi-View Contrastive Network for Motor Imagery ClassificationCode1
Spatial Variation Generation Algorithm for Motor Imagery Data Augmentation: Increasing the Density of Sample VicinityCode1
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
fMRI from EEG is only Deep Learning away: the use of interpretable DL to unravel EEG-fMRI relationshipsCode1
MAtt: A Manifold Attention Network for EEG DecodingCode1
ExBrainable: An Open-Source GUI for CNN-based EEG Decoding and Model InterpretationCode1
Transformer-based Spatial-Temporal Feature Learning for EEG DecodingCode1
Subject-Aware Contrastive Learning for BiosignalsCode1
Deep learning with convolutional neural networks for EEG decoding and visualizationCode1
AFPM: Alignment-based Frame Patch Modeling for Cross-Dataset EEG Decoding—0
EEG Foundation Challenge: From Cross-Task to Cross-Subject EEG Decoding—0
ViEEG: Hierarchical Neural Coding with Cross-Modal Progressive Enhancement for EEG-Based Visual Decoding—0
Subject Disentanglement Neural Network for Speech Envelope Reconstruction from EEG—0
EEG-ReMinD: Enhancing Neurodegenerative EEG Decoding through Self-Supervised State Reconstruction-Primed Riemannian Dynamics—0
Integrating Language-Image Prior into EEG Decoding for Cross-Task Zero-Calibration RSVP-BCI—0
A3E: Aligned and Augmented Adversarial Ensemble for Accurate, Robust and Privacy-Preserving EEG Decoding—0
Towards Scalable Handwriting Communication via EEG Decoding and Latent Embedding Integration—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BEIRAPearson Correlation0.44—Unverified