Literature DB >> 29430213

NAPLIB: AN OPEN SOURCE TOOLBOX FOR REAL-TIME AND OFFLINE NEURAL ACOUSTIC PROCESSING.

Bahar Khalighinejad1, Tasha Nagamine1, Ashesh Mehta2, Nima Mesgarani1.   

Abstract

In this paper, we introduce the Neural Acoustic Processing Library (NAPLib), a toolbox containing novel processing methods for real-time and offline analysis of neural activity in response to speech. Our method divides the speech signal and resultant neural activity into segmental units (e.g., phonemes), allowing for fast and efficient computations that can be implemented in real-time. NAPLib contains a suite of tools that characterize various properties of the neural representation of speech, which can be used for functionality such as characterizing electrode tuning properties, brain mapping and brain computer interfaces. The library is general and applicable to both invasive and non-invasive recordings, including electroencephalography (EEG), electrocorticography (ECoG) and magnetoecnephalography (MEG). In this work, we describe the structure of NAPLib, as well as demonstrating its use in both EEG and ECoG. We believe NAPLib provides a valuable tool to both clinicians and researchers who are interested in the representation of speech in the brain.

Entities:  

Keywords:  ECoG; EEG; auditory neuroscience; brain mapping; real-time processing

Year:  2017        PMID: 29430213      PMCID: PMC5805377          DOI: 10.1109/ICASSP.2017.7952275

Source DB:  PubMed          Journal:  Proc IEEE Int Conf Acoust Speech Signal Process        ISSN: 1520-6149


  16 in total

1.  Induced electrocorticographic gamma activity during auditory perception. Brazier Award-winning article, 2001.

Authors:  N E Crone; D Boatman; B Gordon; L Hao
Journal:  Clin Neurophysiol       Date:  2001-04       Impact factor: 3.708

2.  Estimating spatio-temporal receptive fields of auditory and visual neurons from their responses to natural stimuli.

Authors:  F E Theunissen; S V David; N C Singh; A Hsu; W E Vinje; J L Gallant
Journal:  Network       Date:  2001-08       Impact factor: 1.273

3.  Rapid task-related plasticity of spectrotemporal receptive fields in primary auditory cortex.

Authors:  Jonathan Fritz; Shihab Shamma; Mounya Elhilali; David Klein
Journal:  Nat Neurosci       Date:  2003-10-28       Impact factor: 24.884

4.  The consequences of response nonlinearities for interpretation of spectrotemporal receptive fields.

Authors:  G Björn Christianson; Maneesh Sahani; Jennifer F Linden
Journal:  J Neurosci       Date:  2008-01-09       Impact factor: 6.167

5.  Electrocorticographic high gamma activity versus electrical cortical stimulation mapping of naming.

Authors:  Alon Sinai; Christopher W Bowers; Ciprian M Crainiceanu; Dana Boatman; Barry Gordon; Ronald P Lesser; Frederick A Lenz; Nathan E Crone
Journal:  Brain       Date:  2005-04-07       Impact factor: 13.501

6.  Evoked potentials recorded from the auditory cortex in man: evaluation and topography of the middle latency components.

Authors:  C Liégeois-Chauvel; A Musolino; J M Badier; P Marquis; P Chauvel
Journal:  Electroencephalogr Clin Neurophysiol       Date:  1994-05

7.  Attentional Selection in a Cocktail Party Environment Can Be Decoded from Single-Trial EEG.

Authors:  James A O'Sullivan; Alan J Power; Nima Mesgarani; Siddharth Rajaram; John J Foxe; Barbara G Shinn-Cunningham; Malcolm Slaney; Shihab A Shamma; Edmund C Lalor
Journal:  Cereb Cortex       Date:  2014-01-15       Impact factor: 5.357

8.  Phonetic feature encoding in human superior temporal gyrus.

Authors:  Nima Mesgarani; Connie Cheung; Keith Johnson; Edward F Chang
Journal:  Science       Date:  2014-01-30       Impact factor: 47.728

9.  Mapping of functional organization in human visual cortex: electrical cortical stimulation.

Authors:  H W Lee; S B Hong; D W Seo; W S Tae; S C Hong
Journal:  Neurology       Date:  2000-02-22       Impact factor: 9.910

10.  Phoneme representation and classification in primary auditory cortex.

Authors:  Nima Mesgarani; Stephen V David; Jonathan B Fritz; Shihab A Shamma
Journal:  J Acoust Soc Am       Date:  2008-02       Impact factor: 1.840

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  7 in total

1.  Joint Representation of Spatial and Phonetic Features in the Human Core Auditory Cortex.

Authors:  Prachi Patel; Laura K Long; Jose L Herrero; Ashesh D Mehta; Nima Mesgarani
Journal:  Cell Rep       Date:  2018-08-21       Impact factor: 9.423

2.  Hierarchical Encoding of Attended Auditory Objects in Multi-talker Speech Perception.

Authors:  James O'Sullivan; Jose Herrero; Elliot Smith; Catherine Schevon; Guy M McKhann; Sameer A Sheth; Ashesh D Mehta; Nima Mesgarani
Journal:  Neuron       Date:  2019-10-21       Impact factor: 17.173

3.  Estimating and interpreting nonlinear receptive field of sensory neural responses with deep neural network models.

Authors:  Menoua Keshishian; Hassan Akbari; Bahar Khalighinejad; Jose L Herrero; Ashesh D Mehta; Nima Mesgarani
Journal:  Elife       Date:  2020-06-26       Impact factor: 8.140

4.  Towards reconstructing intelligible speech from the human auditory cortex.

Authors:  Hassan Akbari; Bahar Khalighinejad; Jose L Herrero; Ashesh D Mehta; Nima Mesgarani
Journal:  Sci Rep       Date:  2019-01-29       Impact factor: 4.379

5.  Real-time decoding of question-and-answer speech dialogue using human cortical activity.

Authors:  David A Moses; Matthew K Leonard; Joseph G Makin; Edward F Chang
Journal:  Nat Commun       Date:  2019-07-30       Impact factor: 14.919

6.  Adaptation of the human auditory cortex to changing background noise.

Authors:  Bahar Khalighinejad; Jose L Herrero; Ashesh D Mehta; Nima Mesgarani
Journal:  Nat Commun       Date:  2019-06-07       Impact factor: 14.919

7.  Improved Speech Hearing in Noise with Invasive Electrical Brain Stimulation.

Authors:  Prachi Patel; Bahar Khalijhinejad; Jose L Herrero; Stephan Bickel; Ashesh D Mehta; Nima Mesgarani
Journal:  J Neurosci       Date:  2022-03-28       Impact factor: 6.709

  7 in total

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