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1
Voice Restoration with Silent Speech Interfaces (ReSSInt)
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2
Speech Synthesis from ECoG using Densely Connected 3D Convolutional Neural Networks
In: J Neural Eng (2019)
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3
Generating Natural, Intelligible Speech From Brain Activity in Motor, Premotor, and Inferior Frontal Cortices
Herff, Christian; Diener, Lorenz; Angrick, Miguel. - : Frontiers Media S.A., 2019
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4
Automatic Speech Recognition from Neural Signals: A Focused Review
Herff, Christian; Schultz, Tanja. - : Frontiers Media S.A., 2016
Abstract: Speech interfaces have become widely accepted and are nowadays integrated in various real-life applications and devices. They have become a part of our daily life. However, speech interfaces presume the ability to produce intelligible speech, which might be impossible due to either loud environments, bothering bystanders or incapabilities to produce speech (i.e., patients suffering from locked-in syndrome). For these reasons it would be highly desirable to not speak but to simply envision oneself to say words or sentences. Interfaces based on imagined speech would enable fast and natural communication without the need for audible speech and would give a voice to otherwise mute people. This focused review analyzes the potential of different brain imaging techniques to recognize speech from neural signals by applying Automatic Speech Recognition technology. We argue that modalities based on metabolic processes, such as functional Near Infrared Spectroscopy and functional Magnetic Resonance Imaging, are less suited for Automatic Speech Recognition from neural signals due to low temporal resolution but are very useful for the investigation of the underlying neural mechanisms involved in speech processes. In contrast, electrophysiologic activity is fast enough to capture speech processes and is therefor better suited for ASR. Our experimental results indicate the potential of these signals for speech recognition from neural data with a focus on invasively measured brain activity (electrocorticography). As a first example of Automatic Speech Recognition techniques used from neural signals, we discuss the Brain-to-text system.
Keyword: Neuroscience
URL: http://www.ncbi.nlm.nih.gov/pubmed/27729844
https://doi.org/10.3389/fnins.2016.00429
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5037201/
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5
Brain-to-text: decoding spoken phrases from phone representations in the brain
Herff, Christian; Heger, Dominic; de Pesters, Adriana. - : Frontiers Media S.A., 2015
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6
Automatic speech recognition for under-resourced languages: A survey
In: Speech communication. - Amsterdam [u.a.] : Elsevier 56 (2014), 85-100
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7
Web-based tools and methods for rapid pronunciation dictionary creation
In: Speech communication. - Amsterdam [u.a.] : Elsevier 56 (2014), 101-118
OLC Linguistik
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8
Introduction to the special issue on processing under-resourced languages
In: Speech communication. - Amsterdam [u.a.] : Elsevier 56 (2014), 83-84
OLC Linguistik
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9
Multilingual Deep Neural Network based Acoustic Modeling For Rapid Language Adaptation
In: http://infoscience.epfl.ch/record/198446 (2014)
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10
Integration of Language Identification into a Recognition System for Spoken Conversations Containing Code-Switches ...
Weiner, Jochen; Vu, Ngoc Thang; Telaar, Dominic. - : Carnegie Mellon University, 2012
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11
Integration of Language Identification into a Recognition System for Spoken Conversations Containing Code-Switches ...
Weiner, Jochen; Vu, Ngoc Thang; Telaar, Dominic. - : Carnegie Mellon University, 2012
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12
An Investigation on Initialization Schemes for Multilayer Perceptron Training Using Multilingual Data and Their Effect on ASR Performance ...
Vu, Ngoc Thang; Wojtek Breiter; Metze, Florian. - : Carnegie Mellon University, 2012
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13
An Investigation on Initialization Schemes for Multilayer Perceptron Training Using Multilingual Data and Their Effect on ASR Performance ...
Vu, Ngoc Thang; Wojtek Breiter; Metze, Florian. - : Carnegie Mellon University, 2012
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14
Multilingual Bottle-Neck Features and its Application for Under-Resourced Languages ...
Vu, Ngoc Thang; Metze, Florian; Schultz, Tanja. - : Carnegie Mellon University, 2012
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15
Multilingual Bottle-Neck Features and its Application for Under-Resourced Languages ...
Vu, Ngoc Thang; Metze, Florian; Schultz, Tanja. - : Carnegie Mellon University, 2012
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16
Modeling Coarticulation in EMG-based Continuous Speech Recognition
In: Speech Communication, 52 (4), 341-353 ; ISSN: 0167-6393 (2012)
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17
Analysis of Dialectal Influence in Pan-Arabic ASR ...
Udhyakumar Nallasamy; Garbus, Michael; Metze, Florian. - : Carnegie Mellon University, 2011
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18
Analysis of Dialectal Influence in Pan-Arabic ASR ...
Udhyakumar Nallasamy; Garbus, Michael; Metze, Florian. - : Carnegie Mellon University, 2011
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19
Modeling coarticulation in EMG-based continuous speech recognition
In: Speech communication. - Amsterdam [u.a.] : Elsevier 52 (2010) 4, 341-353
BLLDB
OLC Linguistik
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20
Silent speech interfaces
In: Speech communication. - Amsterdam [u.a.] : Elsevier 52 (2010) 4, 270-287
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OLC Linguistik
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