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Decoding covert speech from eeg-a comprehensive review.Frontiers in Neuroscience, V olume 15 - 2021, 2021

Jerrin Thomas Panachakel, Angarai Ganesan Ramakrishnan · 2021 · DOI 10.3389/fnins.2021.642251 · arXiv 2021.642251

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Physiological Noise Augmentation Improves Non-Invasive Brain-to-Speech

cs.LG · 2026-07-06 · conditional · novelty 6.0

PNA decomposes MEG recordings via ICA, isolates artifact components using EOG/ECG references, and re-injects scaled artifacts into clean data to train decoders that are invariant to physiological noise, improving imagined-digit classification by 4.7 percentage points with EEGNet.

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  • Physiological Noise Augmentation Improves Non-Invasive Brain-to-Speech cs.LG · 2026-07-06 · conditional · none · ref 32

    PNA decomposes MEG recordings via ICA, isolates artifact components using EOG/ECG references, and re-injects scaled artifacts into clean data to train decoders that are invariant to physiological noise, improving imagined-digit classification by 4.7 percentage points with EEGNet.