Bridging Brain Signals and Language: A Deep Learning Approach to EEG-to-Text Decoding
Fuente:
arXiv
Saved in:
| Main Authors: | Gedawy, Mostafa El, Nabil, Omnia, Mamdouh, Omar, Nady, Mahmoud, Adel, Nour Alhuda, Fares, Ahmed |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Unveiling Thoughts: A Review of Advancements in EEG Brain Signal Decoding into Text
by: Murad, Saydul Akbar, et al.
Published: (2024)
by: Murad, Saydul Akbar, et al.
Published: (2024)
HFMCA: Orthonormal Feature Learning for EEG-based Brain Decoding
by: Wang, Yinghao, et al.
Published: (2026)
by: Wang, Yinghao, et al.
Published: (2026)
Brain-to-Text Decoding with Context-Aware Neural Representations and Large Language Models
by: Li, Jingyuan, et al.
Published: (2024)
by: Li, Jingyuan, et al.
Published: (2024)
BrainOmni: A Brain Foundation Model for Unified EEG and MEG Signals
by: Xiao, Qinfan, et al.
Published: (2025)
by: Xiao, Qinfan, et al.
Published: (2025)
On Creating A Brain-To-Text Decoder
by: Lamprou, Zenon, et al.
Published: (2025)
by: Lamprou, Zenon, et al.
Published: (2025)
Deep Riemannian Networks for End-to-End EEG Decoding
by: Wilson, Daniel, et al.
Published: (2022)
by: Wilson, Daniel, et al.
Published: (2022)
Deep Learning Based Sphere Decoding
by: Mohammadkarimi, Mostafa, et al.
Published: (2018)
by: Mohammadkarimi, Mostafa, et al.
Published: (2018)
Missing Data in Signal Processing and Machine Learning: Models, Methods and Modern Approaches
by: Hippert-Ferrer, Alexandre, et al.
Published: (2025)
by: Hippert-Ferrer, Alexandre, et al.
Published: (2025)
Artifacts Are Not Noise: Embodied Resonance and the 70% Signal Loss in Conventional EEG
by: Eldin, Ahmed Gamal
Published: (2025)
by: Eldin, Ahmed Gamal
Published: (2025)
Decoding Fatigue Levels of Pilots Using EEG Signals with Hybrid Deep Neural Networks
by: Lee, Dae-Hyeok, et al.
Published: (2024)
by: Lee, Dae-Hyeok, et al.
Published: (2024)
Minimally Invasive Brain Computer Interfaces: Evaluating the Impact of Tissue Layers on Signal Quality of Sub-Scalp EEG
by: Mahoney, Timothy B, et al.
Published: (2025)
by: Mahoney, Timothy B, et al.
Published: (2025)
A Combined Channel Approach for Decoding Intracranial EEG Signals: Enhancing Accuracy through Spatial Information Integration
by: Memar, Maryam Ostadsharif, et al.
Published: (2024)
by: Memar, Maryam Ostadsharif, et al.
Published: (2024)
Hierarchic-EEG2Text: Assessing EEG-To-Text Decoding across Hierarchical Abstraction Levels
by: Sharma, Anupam, et al.
Published: (2026)
by: Sharma, Anupam, et al.
Published: (2026)
Multi-classification of High-Frequency Oscillations Using iEEG Signals and Deep Learning Models
by: Sadek, Zayneb, et al.
Published: (2024)
by: Sadek, Zayneb, et al.
Published: (2024)
Toward Fully-End-to-End Listened Speech Decoding from EEG Signals
by: Lee, Jihwan, et al.
Published: (2024)
by: Lee, Jihwan, et al.
Published: (2024)
Graph Guided Modulo Recovery of EEG Signals
by: Hazra, Soujanya, et al.
Published: (2025)
by: Hazra, Soujanya, et al.
Published: (2025)
Rate Adaptation in Delay-Sensitive and Energy-Constrained Large-Scale IoT Networks
by: Emara, Mostafa, et al.
Published: (2023)
by: Emara, Mostafa, et al.
Published: (2023)
ChineseEEG-2: An EEG Dataset for Multimodal Semantic Alignment and Neural Decoding during Reading and Listening
by: Chen, Sitong, et al.
Published: (2025)
by: Chen, Sitong, et al.
Published: (2025)
Exploring Deep Learning Models for EEG Neural Decoding
by: Dixen, Laurits, et al.
Published: (2025)
by: Dixen, Laurits, et al.
Published: (2025)
Cross-Subject Generalization for EEG Decoding: A Survey of Deep Learning Methods
by: Li, Taida, et al.
Published: (2026)
by: Li, Taida, et al.
Published: (2026)
Auditory Attention Decoding from Ear-EEG Signals: A Dataset with Dynamic Attention Switching and Rigorous Cross-Validation
by: Zhang, Yuanming, et al.
Published: (2025)
by: Zhang, Yuanming, et al.
Published: (2025)
Hyperdimensional Computing for ADHD Classification using EEG Signals
by: Colonnese, Federica, et al.
Published: (2025)
by: Colonnese, Federica, et al.
Published: (2025)
Biaxialformer: Leveraging Channel Independence and Inter-Channel Correlations in EEG Signal Decoding for Predicting Neurological Outcomes
by: Nesaragi, Naimahmed, et al.
Published: (2025)
by: Nesaragi, Naimahmed, et al.
Published: (2025)
Opportunistic Network-Level ISAC with Cooperative Sensing: A Meta-Distribution Analysis
by: Nabil, Yasser, et al.
Published: (2026)
by: Nabil, Yasser, et al.
Published: (2026)
Ultra-Reliable Device-Centric Uplink Communications in Airborne Networks: A Spatiotemporal Analysis
by: Nabil, Yasser, et al.
Published: (2023)
by: Nabil, Yasser, et al.
Published: (2023)
Decoding Saccadic Eye Movements from Brain Signals Using an Endovascular Neural Interface
by: Rasheed, Suleman, et al.
Published: (2025)
by: Rasheed, Suleman, et al.
Published: (2025)
EEG Foundation Challenge: From Cross-Task to Cross-Subject EEG Decoding
by: Aristimunha, Bruno, et al.
Published: (2025)
by: Aristimunha, Bruno, et al.
Published: (2025)
PiEEG kit -- bioscience Lab in home for your Brain and Body
by: Rakhmatulin, Ildar
Published: (2025)
by: Rakhmatulin, Ildar
Published: (2025)
Modally Reduced Representation Learning of Multi-Lead ECG Signals through Simultaneous Alignment and Reconstruction
by: Ibtehaz, Nabil, et al.
Published: (2024)
by: Ibtehaz, Nabil, et al.
Published: (2024)
A Pre-trained EEG-to-MEG Generative Framework for Enhancing BCI Decoding
by: Li, Zhuo, et al.
Published: (2026)
by: Li, Zhuo, et al.
Published: (2026)
From EEG Cleaning to Decoding: The Role of Artifact Rejection in MI-based BCIs
by: Hajhassani, Davoud, et al.
Published: (2026)
by: Hajhassani, Davoud, et al.
Published: (2026)
Group-level Brain Decoding with Deep Learning
by: Csaky, Richard, et al.
Published: (2022)
by: Csaky, Richard, et al.
Published: (2022)
Guiding Wireless Signals with Arrays of Metallic Linear Fresnel Reflectors: A Low-cost, Frequency-versatile, and Practical Approach
by: Le, Hieu, et al.
Published: (2024)
by: Le, Hieu, et al.
Published: (2024)
Informed Bootstrap Augmentation Improves EEG Decoding
by: Jeong, Woojae, et al.
Published: (2025)
by: Jeong, Woojae, et al.
Published: (2025)
NeuroAssist: Enhancing Cognitive-Computer Synergy with Adaptive AI and Advanced Neural Decoding for Efficient EEG Signal Classification
by: Dandamudi, Eeshan G.
Published: (2024)
by: Dandamudi, Eeshan G.
Published: (2024)
Microelectrode Signal Dynamics as Biomarkers of Subthalamic Nucleus Entry on Deep Brain Stimulation: A Nonlinear Feature Approach
by: Tavares, Ana Luiza S., et al.
Published: (2025)
by: Tavares, Ana Luiza S., et al.
Published: (2025)
Deep Generative Models for Physiological Signals: A Systematic Literature Review
by: Neifar, Nour, et al.
Published: (2023)
by: Neifar, Nour, et al.
Published: (2023)
EEG-based 90-Degree Turn Intention Detection for Brain-Computer Interface
by: Anand, Pradyot, et al.
Published: (2024)
by: Anand, Pradyot, et al.
Published: (2024)
Decoding Human Attentive States from Spatial-temporal EEG Patches Using Transformers
by: Ding, Yi, et al.
Published: (2025)
by: Ding, Yi, et al.
Published: (2025)
Sample-level EEG-based Selective Auditory Attention Decoding with Markov Switching Models
by: Yao, Yuanyuan, et al.
Published: (2026)
by: Yao, Yuanyuan, et al.
Published: (2026)
Similar Items
-
Unveiling Thoughts: A Review of Advancements in EEG Brain Signal Decoding into Text
by: Murad, Saydul Akbar, et al.
Published: (2024) -
HFMCA: Orthonormal Feature Learning for EEG-based Brain Decoding
by: Wang, Yinghao, et al.
Published: (2026) -
Brain-to-Text Decoding with Context-Aware Neural Representations and Large Language Models
by: Li, Jingyuan, et al.
Published: (2024) -
BrainOmni: A Brain Foundation Model for Unified EEG and MEG Signals
by: Xiao, Qinfan, et al.
Published: (2025) -
On Creating A Brain-To-Text Decoder
by: Lamprou, Zenon, et al.
Published: (2025)