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Imagined speech can be decoded from low- and cross-frequency intracranial EEG features
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In: ISSN: 2041-1723 ; Nature communications, Vol. 13, No 1 (2022) P. 48 (2022)
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Imagined speech can be decoded from low- and cross-frequency intracranial EEG features
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Proix, Timothée; Delgado Saa, Jaime; Christen, Andy; Martin, Stephanie; Pasley, Brian N.; Knight, Robert T.; Tian, Xing; Poeppel, David; Doyle, Werner K.; Devinsky, Orrin; Arnal, Luc H.; Mégevand, Pierre; Giraud, Anne-Lise
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In: Nat Commun (2022)
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Abstract:
Reconstructing intended speech from neural activity using brain-computer interfaces holds great promises for people with severe speech production deficits. While decoding overt speech has progressed, decoding imagined speech has met limited success, mainly because the associated neural signals are weak and variable compared to overt speech, hence difficult to decode by learning algorithms. We obtained three electrocorticography datasets from 13 patients, with electrodes implanted for epilepsy evaluation, who performed overt and imagined speech production tasks. Based on recent theories of speech neural processing, we extracted consistent and specific neural features usable for future brain computer interfaces, and assessed their performance to discriminate speech items in articulatory, phonetic, and vocalic representation spaces. While high-frequency activity provided the best signal for overt speech, both low- and higher-frequency power and local cross-frequency contributed to imagined speech decoding, in particular in phonetic and vocalic, i.e. perceptual, spaces. These findings show that low-frequency power and cross-frequency dynamics contain key information for imagined speech decoding.
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Article
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URL: https://doi.org/10.1038/s41467-021-27725-3 http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8748882/ http://www.ncbi.nlm.nih.gov/pubmed/35013268
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Selective enhancement of low-gamma activity by tACS improves phonemic processing and reading accuracy in dyslexia
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In: ISSN: 1544-9173 ; EISSN: 1545-7885 ; PLoS Biology ; https://hal.archives-ouvertes.fr/hal-02958984 ; PLoS Biology, Public Library of Science, 2020, 18 (9), pp.e3000833. ⟨10.1371/journal.pbio.3000833⟩ (2020)
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Selective enhancement of low-gamma activity by tACS improves phonemic processing and reading accuracy in dyslexia
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In: ISSN: 1544-9173 ; PLOS Biology, Vol. 18, No 9 (2020) P. e3000833 (2020)
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Prominence of delta oscillatory rhythms in the motor cortex and their relevance for auditory and speech perception
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In: ISSN: 0149-7634 ; Neuroscience and Biobehavioral Reviews ; https://hal.archives-ouvertes.fr/hal-02007118 ; Neuroscience and Biobehavioral Reviews, Elsevier, 2019, ⟨10.1016/j.neubiorev.2019.09.012⟩ (2019)
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The rough sound of salience enhances aversion through neural synchronisation
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In: ISSN: 2041-1723 ; Nature Communications, Vol. 10, No 1 (2019) P. 3671 (2019)
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The rough sound of salience enhances aversion through neural synchronisation
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θ-Band and β-Band Neural Activity Reflects Independent Syllable Tracking and Comprehension of Time-Compressed Speech
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Acoustic landmarks drive delta-theta oscillations to enable speech comprehension by facilitating perceptual parsing
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Asymmetric Function of Theta and Gamma Activity in Syllable Processing: An Intra-Cortical Study
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In: EISSN: 1664-1078 ; Frontiers in Psychology ; https://hal.archives-ouvertes.fr/hal-02088050 ; Frontiers in Psychology, Frontiers, 2012, 3, ⟨10.3389/fpsyg.2012.00248⟩ (2012)
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Asymmetric function of theta and gamma activity in syllable processing: an intra-cortical study
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In: ISSN: 1664-1078 ; Frontiers in Psychology, Vol. 3, No 248 (2012) pp. 1-9 (2012)
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Asymmetric Function of Theta and Gamma Activity in Syllable Processing: An Intra-Cortical Study
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Dual Neural Routing of Visual Facilitation in Speech Processing ; Dual Neural Routing of Visual Facilitation in Speech Processing: Visual facilitation of speech processing
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In: ISSN: 0270-6474 ; EISSN: 1529-2401 ; Journal of Neuroscience ; https://www.hal.inserm.fr/inserm-00429667 ; Journal of Neuroscience, Society for Neuroscience, 2009, 29 (43), pp.13445-13453. ⟨10.1523/JNEUROSCI.3194-09.2009⟩ (2009)
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Dual Neural Routing of Visual Facilitation in Speech Processing
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In: ISSN: 0270-6474 ; EISSN: 1529-2401 ; Journal of Neuroscience ; https://hal.archives-ouvertes.fr/hal-02088005 ; Journal of Neuroscience, Society for Neuroscience, 2009, 29 (43), pp.13445-13453. ⟨10.1523/JNEUROSCI.3194-09.2009⟩ (2009)
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Dual Neural Routing of Visual Facilitation in Speech Processing
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