Cover Image

EEG motor imagery decoding: A framework for comparative analysis with channel attention mechanisms

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wimpff, Martin, Gizzi, Leonardo, Zerfowski, Jan, Yang, Bin
Format:	Preprint
Published:	2023
Subjects:	Human-Computer Interaction Artificial Intelligence Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Calibration-free online test-time adaptation for electroencephalography motor imagery decoding
by: Wimpff, Martin, et al.
Published: (2023)

Tailoring deep learning for real-time brain-computer interfaces: From offline models to calibration-free online decoding
by: Wimpff, Martin, et al.
Published: (2025)

EEG decoding with conditional identification information
by: Sun, Pengfei, et al.
Published: (2024)

Can EEG resting state data benefit data-driven approaches for motor-imagery decoding?
by: Mehta, Rishan, et al.
Published: (2024)

Exploration of LLMs, EEG, and behavioral data to measure and support attention and sleep
by: Sano, Akane, et al.
Published: (2024)

EEG-SSM: Leveraging State-Space Model for Dementia Detection
by: Tran, Xuan-The, et al.
Published: (2024)

Beyond Accuracy: Robustness, Interpretability and Expressiveness of EEG Foundation Models
by: Širca, Urban, et al.
Published: (2026)

Protecting Multiple Types of Privacy Simultaneously in EEG-based Brain-Computer Interfaces
by: Meng, Lubin, et al.
Published: (2024)

Spatial Distillation based Distribution Alignment (SDDA) for Cross-Headset EEG Classification
by: Liu, Dingkun, et al.
Published: (2025)

A Survey on Bridging EEG Signals and Generative AI: From Image and Text to Beyond
by: Shukla, Shreya, et al.
Published: (2025)

Alignment-Based Adversarial Training (ABAT) for Improving the Robustness and Accuracy of EEG-Based BCIs
by: Chen, Xiaoqing, et al.
Published: (2024)

Decoding Human Emotions: Analyzing Multi-Channel EEG Data using LSTM Networks
by: Sateesh, Shyam K, et al.
Published: (2024)

Cross-Subject EEG Emotion Recognition Based on Temporal Asynchronous Alignment Contrastive Learning
by: Xie, Ying, et al.
Published: (2026)

CaMBRAIN: Real-time, Continuous EEG Inference with Causal State Space Models
by: Durgam, Abhilash, et al.
Published: (2026)

A Systematic Evaluation of Self-Supervised Learning for Label-Efficient Sleep Staging with Wearable EEG
by: Estevan, Emilio, et al.
Published: (2025)

Limited but consistent gains in adversarial robustness by co-training object recognition models with human EEG
by: Guo, Manshan, et al.
Published: (2024)

RAICL: Retrieval-Augmented In-Context Learning for Vision-Language-Model Based EEG Seizure Detection
by: Li, Siyang, et al.
Published: (2026)

SpecMoE: Spectral Mixture-of-Experts Foundation Model for Cross-Species EEG Decoding
by: Darankoum, Davy, et al.
Published: (2026)

PL-DCP: A Pairwise Learning framework with Domain and Class Prototypes for EEG emotion recognition under unseen target conditions
by: Li, Guangli, et al.
Published: (2024)

EEG-based AI-BCI Wheelchair Advancement: Hybrid Deep Learning with Motor Imagery for Brain Computer Interface
by: Thapa, Bipul, et al.
Published: (2025)

ArEEG_Words: Dataset for Envisioned Speech Recognition using EEG for Arabic Words
by: Darwish, Hazem, et al.
Published: (2024)

WebXAII: an open-source web framework to study human-XAI interaction
by: Leguy, Jules, et al.
Published: (2025)

NeuroPath: Practically Adopting Motor Imagery Decoding through EEG Signals
by: Cao, Jiani, et al.
Published: (2026)

PyNoetic: A modular python framework for no-code development of EEG brain-computer interfaces
by: Singh, Gursimran, et al.
Published: (2025)

Dataset Refinement for Improving the Generalization Ability of the EEG Decoding Model
by: Kim, Sung-Jin, et al.
Published: (2024)

Riemannian Geometry-Based EEG Approaches: A Literature Review
by: Tibermacine, Imad Eddine, et al.
Published: (2024)

Fine-Tuning Strategies for Continual Online EEG Motor Imagery Decoding: Insights from a Large-Scale Longitudinal Study
by: Wimpff, Martin, et al.
Published: (2025)

Spatial-Temporal Transformer with Curriculum Learning for EEG-Based Emotion Recognition
by: Lin, Xuetao, et al.
Published: (2025)

One-Block Transformer (1BT) for EEG-Based Cognitive Workload Assessment
by: Gkikas, Stefanos, et al.
Published: (2026)

Improving motor imagery decoding methods for an EEG-based mobile brain-computer interface in the context of the 2024 Cybathlon
by: Tscherniak, Isabel Whiteley, et al.
Published: (2025)

AdaShadow: Responsive Test-time Model Adaptation in Non-stationary Mobile Environments
by: Fang, Cheng, et al.
Published: (2024)

Rethinking Generalized BCIs: Benchmarking 340,000+ Unique Algorithmic Configurations for EEG Mental Command Decoding
by: Barbaste, Paul, et al.
Published: (2025)

CSP-Net: Common Spatial Pattern Empowered Neural Networks for EEG-Based Motor Imagery Classification
by: Jiang, Xue, et al.
Published: (2024)

Does visualization help AI understand data?
by: Li, Victoria R., et al.
Published: (2025)

LLMs May Not Be Human-Level Players, But They Can Be Testers: Measuring Game Difficulty with LLM Agents
by: Xiao, Chang, et al.
Published: (2024)

Emotion Detection on User Front-Facing App Interfaces for Enhanced Schedule Optimization: A Machine Learning Approach
by: Yang, Feiting, et al.
Published: (2025)

NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG
by: Lee, Cheol-Hui, et al.
Published: (2024)

Efficient Human-in-the-Loop Active Learning: A Novel Framework for Data Labeling in AI Systems
by: Huang, Yiran, et al.
Published: (2024)

MENTOR: Guiding Hierarchical Reinforcement Learning with Human Feedback and Dynamic Distance Constraint
by: Zhou, Xinglin, et al.
Published: (2024)

BRIEDGE: EEG-Adaptive Edge AI for Multi-Brain to Multi-Robot Interaction
by: Ouyang, Jinhui, et al.
Published: (2024)