Research graph
References from EEG-Based Inner Speech Decoding Using Phase-Locking and Spatial Features with a Dual-Branch Deep Learning Model. Local targets link to admitted publications; unresolved targets remain external evidence.
10.48550/arxiv.2412.17824
10.48550/arxiv.2412.17824 · External reference
Systematic review of EEG-based imagined speech classification methods.
10.3390/s24248168 · 2024 · External reference
Rethinking the methods and algorithms for inner speech decoding and making them reproducible.
10.3390/neurosci3020017 · 2022 · External reference
Inner speech recognition through electroencephalographic signals.
10.48550/arxiv.2210.06472 · 2022 · External reference
Imagined speech classification using EEG and deep learning.
10.3390/bioengineering10060649 · 2023 · External reference
Deep-Learning-based BCI for Automatic Imagined Speech Recognition using SPWVD.
10.1109/tim.2022.3216673 · 2023 · External reference
Enhancing the classification accuracy of EEG-informed inner speech decoder using multi-wavelet feature and Support Vector Machine.
10.1109/access.2024.3474854 · 2024 · External reference
10.21203/rs.3.rs-2287259/v1
10.21203/rs.3.rs-2287259/v1 · 2022 · External reference
A study of deep learning approach for the classification of Electroencephalogram (EEG) brain signals.
10.1016/b978-0-12-824054-0.00009-5 · 2022 · External reference
Multi-branch GAT-GRU-transformer for explainable EEG-based finger motor imagery classification.
10.3389/fnhum.2025.1599960 · 2025 · External reference
Phase-based EEG analysis for enhanced imagined speech decoding in Brain-Computer Interfaces.
10.1109/ic3ecsbhi63591.2025.10990955 · 2025 · External reference
An EEG-based imagined speech recognition using CSP-TP feature fusion for enhanced BCI communication.
10.1016/j.bbr.2025.115652 · 2025 · External reference
Revealing the spatiotemporal brain dynamics of Covert Speech compared with Overt Speech: a simultaneous EEG-fMRI study.
10.1016/j.neuroimage.2024.120629 · 2024 · External reference
Brain-Computer Interface system based on Common Spatial Patterns for inner speech recognition from Electroencephalography signal by using a Convolutional Neural Networks.
10.1109/smc54092.2024.10831764 · 2024 · External reference
Exploring inter-trial coherence for inner speech classification in EEG-based brain–computer interface.
10.1088/1741-2552/ad3f50 · 2024 · External reference
Deep learning for inner speech recognition: a pilot comparative study of EEGNet and a spectro-temporal transformer on Bimodal EEG–fMRI data.
10.3389/fnhum.2025.1668935 · 2025 · External reference
Decoding imagined speech from EEG data: a hybrid deep learning approach to capturing spatial and temporal features.
10.3390/life14111501 · 2024 · External reference
Decoding imagined speech using wavelet features and deep neural networks.
10.1109/indicon47234.2019.9028925 · 2019 · External reference
A hybrid neural network based on the small-world network for inner speech recognition.
10.54254/2755-2721/42/20230786 · 2024 · External reference
Bimodal electroencephalography-functional magnetic resonance imaging dataset for inner-speech recognition.
10.1038/s41597-023-02286-w · 2023 · External reference
Thinking out loud, an open-access EEG-based BCI dataset for inner speech recognition.
10.1038/s41597-022-01147-2 · External reference
EEG Classification of Covert Speech Using Regularized Neural Networks.
10.1109/taslp.2017.2758164 · External reference
Computing the discrete-time ‘Analytic’ Signal via FFT.
10.1109/78.782222 · 1999 · External reference
EEG-based emotion recognition using deep learning network with principal component based covariate shift adaptation.
10.1155/2014/627892 · 2014 · External reference
Multiclass common spatial patterns and information theoretic feature extraction.
10.1109/tbme.2008.921154 · 2008 · External reference
An improved discriminative filter bank selection approach for motor imagery EEG signal classification using mutual information.
10.1186/s12859-017-1964-6 · 2017 · External reference
10.1016/b978-0-323-91197-9.00015-1
10.1016/b978-0-323-91197-9.00015-1 · 2022 · External reference
Physical activity modulates inhibitory control: EEG insights from P300 and theta oscillations.
10.3389/fnhum.2025.1591458 · 2025 · External reference
10.1109/taslp.2017.2752365
10.1109/taslp.2017.2752365 · 2017 · External reference
Identification of vowels in consonant–vowel–consonant words from speech imagery based EEG signals.
10.1007/s11571-019-09558-5 · 2020 · External reference
Performance of data-driven inner speech decoding with same-task EEG-fMRI data fusion and bimodal models.
External reference
Exploring Inner Speech Recognition via Cross-Perception Approach in EEG and fMRI.
10.3390/app14177720 · External reference
Inner speech recognition through electroencephalographic signals.
2022 · External reference
Bimodal dataset on Inner speech.
10.18112/openneuro.ds004196.v2.0.0 · 2022 · External reference
Bimodal electroencephalography-functional magnetic resonance imaging dataset for inner-speech recognition.
10.1101/2022.05.24.492109 · 2022 · External reference
N-Nieto/Inner_Speech_Dataset: Codes to reproduce the Inner speech Dataset publicated by Nieto et al. GitHub.
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