Browse State-of-the-Art › Motor Imagery › Papers, page 2
Motor Imagery
Papers archive 2025-07-28
archive papers tagged: 252 · with a code link: 81 · where Syntology ran a sample: 9 (8 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (9 of 252 tagged: 8 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument)
Page 2 of 3: papers 101 to 200 of 252, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Channel Reflection: Knowledge-Driven Data Augmentation for EEG-Based Brain-Computer Interfaces4 Dec 2024 0 repositories listed
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Effect of Simulated Space Conditions on functional Connectivity4 Dec 2024 0 repositories listed
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Different factors determining Motor Execution and Motor Imagery performance in a serial reaction time task with intrinsic variability3 Dec 2024 0 repositories listed
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Decoding Imagined Movement in People with Multiple Sclerosis for Brain-Computer Interface Translation28 Nov 2024 0 repositories listed
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Towards Personalized Brain-Computer Interface Application Based on Endogenous EEG Paradigms18 Nov 2024 0 repositories listed
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Graph-Dictionary Signal Model for Sparse Representations of Multivariate Data8 Nov 2024 0 repositories listed
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From Electrode to Global Brain: Integrating Multi- and Cross-Scale Brain Connections and Interactions Under Cross-Subject and Within-Subject Scenarios7 Nov 2024 0 repositories listed
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Dataset Refinement for Improving the Generalization Ability of the EEG Decoding Model31 Oct 2024 0 repositories listed
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Feature Selection via Dynamic Graph-based Attention Block in MI-based EEG Signals31 Oct 2024 0 repositories listed
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Neurophysiological Analysis in Motor and Sensory Cortices for Improving Motor Imagination31 Oct 2024 0 repositories listed
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Can EEG resting state data benefit data-driven approaches for motor-imagery decoding?28 Oct 2024 0 repositories listed
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Source Data Selection for Brain-Computer Interfaces based on Simple Features3 Oct 2024 0 repositories listed
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Variability in Grasp Type Distinction for Myoelectric Prosthesis Control Using a Non-Invasive Brain-Machine Interface11 Sep 2024 0 repositories listed
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On-device Learning of EEGNet-based Network For Wearable Motor Imagery Brain-Computer Interface25 Aug 2024 0 repositories listed
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How Does a Single EEG Channel Tell Us About Brain States in Brain-Computer Interfaces ?23 Jul 2024 0 repositories listed
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EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classification20 Jul 2024 0 repositories listed
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SCDM: Unified Representation Learning for EEG-to-fNIRS Cross-Modal Generation in MI-BCIs1 Jul 2024 0 repositories listed
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Community Detection from Multiple Observations: from Product Graph Model to Brain Applications21 Jun 2024 0 repositories listed
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Introducing the modularity graph: an application to brain functional networks21 Jun 2024 0 repositories listed
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Single Channel-based Motor Imagery Classification using Fisher's Ratio and Pearson Correlation20 Jun 2024 0 repositories listed
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Enhancing Computational Efficiency of Motor Imagery BCI Classification with Block-Toeplitz Augmented Covariance Matrices and Siegel Metric5 Jun 2024 0 repositories listed
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GET: A Generative EEG Transformer for Continuous Context-Based Neural Signals5 Jun 2024 0 repositories listed
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Motor Imagery Task Alters Dynamics of Human Body Posture29 May 2024 0 repositories listed
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Pseudo Channel: Time Embedding for Motor Imagery Decoding21 May 2024 0 repositories listed
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NeuroAssist: Enhancing Cognitive-Computer Synergy with Adaptive AI and Advanced Neural Decoding for Efficient EEG Signal Classification17 May 2024 0 repositories listed
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EEG2TEXT: Open Vocabulary EEG-to-Text Decoding with EEG Pre-Training and Multi-View Transformer3 May 2024 0 repositories listed
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EEG_RL-Net: Enhancing EEG MI Classification through Reinforcement Learning-Optimised Graph Neural Networks26 Apr 2024 0 repositories listed
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EEGEncoder: Advancing BCI with Transformer-Based Motor Imagery Classification23 Apr 2024 0 repositories listed
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EEG_GLT-Net: Optimising EEG Graphs for Real-time Motor Imagery Signals Classification17 Apr 2024 0 repositories listed
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BDAN: Mitigating Temporal Difference Across Electrodes in Cross-Subject Motor Imagery Classification via Generative Bridging Domain16 Apr 2024 0 repositories listed
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The Sandwich meta-framework for architecture agnostic deep privacy-preserving transfer learning for non-invasive brainwave decoding10 Apr 2024 0 repositories listed
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Unsupervised Adaptive Deep Learning Method For BCI Motor Imagery Decoding15 Mar 2024 0 repositories listed
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Transferring BCI models from calibration to control: Observing shifts in EEG features14 Mar 2024 0 repositories listed
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Spatiotemporal Pooling on Appropriate Topological Maps Represented as Two-Dimensional Images for EEG Classification7 Mar 2024 0 repositories listed
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FingerNet: EEG Decoding of A Fine Motor Imagery with Finger-tapping Task Based on A Deep Neural Network6 Mar 2024 0 repositories listed
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Multiview Contrastive Learning for Unsupervised Domain Adaptation in Brain–Computer Interfaces15 Feb 2024 0 repositories listed
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RLEEGNet: Integrating Brain-Computer Interfaces with Adaptive AI for Intuitive Responsiveness and High-Accuracy Motor Imagery Classification9 Feb 2024 0 repositories listed
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Subject-Independent Deep Architecture for EEG-based Motor Imagery Classification27 Jan 2024 0 repositories listed
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3D-CLMI: A Motor Imagery EEG Classification Model via Fusion of 3D-CNN and LSTM with Attention20 Dec 2023 0 repositories listed
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Sparse Multitask Learning for Efficient Neural Representation of Motor Imagery and Execution10 Dec 2023 0 repositories listed
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NiSNN-A: Non-iterative Spiking Neural Networks with Attention with Application to Motor Imagery EEG Classification9 Dec 2023 0 repositories listed
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Latent Alignment with Deep Set EEG Decoders29 Nov 2023 0 repositories listed
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Enhancing Motor Imagery Decoding in Brain Computer Interfaces using Riemann Tangent Space Mapping and Cross Frequency Coupling29 Oct 2023 0 repositories listed
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Improved Motor Imagery Classification Using Adaptive Spatial Filters Based on Particle Swarm Optimization Algorithm29 Oct 2023 0 repositories listed
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LGL-BCI: A Lightweight Geometric Learning Framework for Motor Imagery-Based Brain-Computer Interfaces12 Oct 2023 0 repositories listed
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Graph Neural Network-based EEG Classification: A Survey3 Oct 2023 0 repositories listed
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A Dynamic Domain Adaptation Deep Learning Network for EEG-based Motor Imagery Classification21 Sep 2023 0 repositories listed
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Intentional binding enhances hybrid BCI control21 Sep 2023 0 repositories listed
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Phase Synchrony Component Self-Organization in Brain Computer Interface21 Sep 2023 0 repositories listed
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A Human-Machine Joint Learning Framework to Boost Endogenous BCI Training25 Aug 2023 0 repositories listed
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Pseudo-online framework for BCI evaluation: A MOABB perspective21 Aug 2023 0 repositories listed
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Deep Learning Architecture for Motor Imaged Words8 Aug 2023 0 repositories listed
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Feature Reweighting for EEG-based Motor Imagery Classification29 Jul 2023 0 repositories listed
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End-to-End Deep Transfer Learning for Calibration-free Motor Imagery Brain Computer Interfaces24 Jul 2023 0 repositories listed
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EEG Decoding for Datasets with Heterogenous Electrode Configurations using Transfer Learning Graph Neural Networks20 Jun 2023 0 repositories listed
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Decoding Brain Motor Imagery with various Machine Learning techniques13 Jun 2023 0 repositories listed
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A Convolutional Spiking Network for Gesture Recognition in Brain-Computer Interfaces21 Apr 2023 0 repositories listed
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Scatter-based common spatial patterns -- a unified spatial filtering framework7 Mar 2023 0 repositories listed
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CropCat: Data Augmentation for Smoothing the Feature Distribution of EEG Signals13 Dec 2022 0 repositories listed
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A Hybrid Brain-Computer Interface Using Motor Imagery and SSVEP Based on Convolutional Neural Network10 Dec 2022 0 repositories listed
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Adversarial Stimuli: Attacking Brain-Computer Interfaces via Perturbed Sensory Events18 Nov 2022 0 repositories listed
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Motor imagery classification using EEG spectrograms15 Nov 2022 0 repositories listed
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Spatial Graph Signal Interpolation with an Application for Merging BCI Datasets with Various Dimensionalities28 Oct 2022 0 repositories listed
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The evolution of AI approaches for motor imagery EEG-based BCIs11 Oct 2022 0 repositories listed
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Deep learning for ECoG brain-computer interface: end-to-end vs. hand-crafted features5 Oct 2022 0 repositories listed
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Impact of dataset size and long-term ECoG-based BCI usage on deep learning decoders performance8 Sep 2022 0 repositories listed
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Classification of eye-state using EEG recordings: speed-up gains using signal epochs and mutual information measure31 Aug 2022 0 repositories listed
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Partial Least Square Regression via Three-factor SVD-type Manifold Optimization for EEG Decoding9 Aug 2022 0 repositories listed
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An intertwined neural network model for EEG classification in brain-computer interfaces4 Aug 2022 0 repositories listed
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Factorization Approach for Sparse Spatio-Temporal Brain-Computer Interface17 Jun 2022 0 repositories listed
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Classification of EEG Motor Imagery Using Deep Learning for Brain-Computer Interface Systems31 May 2022 0 repositories listed
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A Subject-Independent Brain-Computer Interface Framework Based on Supervised Autoencoder19 Apr 2022 0 repositories listed
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Unsupervised Motor Imagery Saliency Detection Based on Self-Attention Mechanism19 Apr 2022 0 repositories listed
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A self-paced BCI system with low latency for motor imagery onset detection based on time series prediction paradigm12 Apr 2022 0 repositories listed
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MI-BMInet: An Efficient Convolutional Neural Network for Motor Imagery Brain--Machine Interfaces with EEG Channel Selection28 Mar 2022 0 repositories listed
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Towards physiology-informed data augmentation for EEG-based BCIs27 Mar 2022 0 repositories listed
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DGAFF: Deep Genetic Algorithm Fitness Formation for EEG Bio-Signal Channel Selection21 Feb 2022 0 repositories listed
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Spectrally Adaptive Common Spatial Patterns9 Feb 2022 0 repositories listed
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Team Cogitat at NeurIPS 2021: Benchmarks for EEG Transfer Learning Competition1 Feb 2022 0 repositories listed
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Enhanced motor imagery-based EEG classification using a discriminative graph Fourier subspace23 Jan 2022 0 repositories listed
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Neural Network-Based Feature Extraction for Multi-Class Motor Imagery Classification5 Jan 2022 0 repositories listed
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Sub-100uW Multispectral Riemannian Classification for EEG-based Brain--Machine Interfaces18 Dec 2021 0 repositories listed
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Interpretable Convolutional Neural Networks for Subject-Independent Motor Imagery Classification14 Dec 2021 0 repositories listed
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Minimizing subject-dependent calibration for BCI with Riemannian transfer learning23 Nov 2021 0 repositories listed
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A channel attention based MLP-Mixer network for motor imagery decoding with EEG21 Oct 2021 0 repositories listed
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Novel EEG-based BCIs for Elderly Rehabilitation Enhancement8 Oct 2021 0 repositories listed
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Deep convolutional recurrent neural network for short-interval EEG motor imagery classification29 Sep 2021 0 repositories listed
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MutualGraphNet: A novel model for motor imagery classification2 Sep 2021 0 repositories listed
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A SPA-based Manifold Learning Framework for Motor Imagery EEG Data Classification30 Jul 2021 0 repositories listed
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Classification of Upper Arm Movements from EEG signals using Machine Learning with ICA Analysis18 Jul 2021 0 repositories listed
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Motor Imagery Classification based on CNN-GRU Network with Spatio-Temporal Feature Representation15 Jul 2021 0 repositories listed
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Towards Natural Brain-Machine Interaction using Endogenous Potentials based on Deep Neural Networks25 Jun 2021 0 repositories listed
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Generating Ten BCI Commands Using Four Simple Motor Imageries30 May 2021 0 repositories listed
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A New Method for Features Normalization in Motor Imagery Few-Shot Learning using Resting-State17 Mar 2021 0 repositories listed
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Model-Agnostic Meta-Learning for EEG Motor Imagery Decoding in Brain-Computer-Interfacing10 Mar 2021 0 repositories listed
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Inter-subject Deep Transfer Learning for Motor Imagery EEG Decoding9 Mar 2021 0 repositories listed
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Gaze-contingent decoding of human navigation intention on an autonomous wheelchair platform4 Mar 2021 0 repositories listed
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On the use of generative deep neural networks to synthesize artificial multichannel EEG signals16 Feb 2021 0 repositories listed
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End-to-end learnable EEG channel selection for deep neural networks with Gumbel-softmax11 Feb 2021 0 repositories listed