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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Page: 1 2 3 4 5 Hits 1 – 20 of 88 1 Voice Restoration with Silent Speech Interfaces (ReSSInt) Hernáez Rioja, Inma; González López, José Andrés; Navas, Eva. - : ISCA, 2021 BASE Show details 2 Speech Synthesis from ECoG using Densely Connected 3D Convolutional Neural Networks Angrick, Miguel; Herff, Christian; Mugler, Emily; Tate, Matthew C.; Slutzky, Marc W.; Krusienski, Dean J.; Schultz, Tanja In: J Neural Eng (2019) Abstract: OBJECTIVE: Direct synthesis of speech from neural signals could provide a fast and natural way of communication to people with neurological diseases. Invasively-measured brain activity (electrocorticography; ECoG) supplies the necessary temporal and spatial resolution to decode fast and complex processes such as speech production. A number of impressive advances in speech decoding using neural signals have been achieved in recent years, but the complex dynamics are still not fully understood. However, it is unlikely that simple linear models can capture the relation between neural activity and continuous spoken speech. APPROACH: Here we show that deep neural networks can be used to map ECoG from speech production areas onto an intermediate representation of speech (logMel spectrogram). The proposed method uses a densely connected convolutional neural network topology which is well-suited to work with the small amount of data available from each participant. MAIN RESULTS: In a study with six participants, we achieved correlations up to r = 0.69 between the reconstructed and original logMel spectrograms. We transfered our prediction back into an audible waveform by applying a Wavenet vocoder. The vocoder was conditioned on logMel features that harnessed a much larger, pre-existing data corpus to provide the most natural acoustic output. SIGNIFICANCE: To the best of our knowledge, this is the first time that high-quality speech has been reconstructed from neural recordings during speech production using deep neural networks. Keyword: Article URL: https://doi.org/10.1088/1741-2552/ab0c59 http://www.ncbi.nlm.nih.gov/pubmed/30831567 http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6822609/ BASE Hide details 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 BASE Show details 4 Automatic Speech Recognition from Neural Signals: A Focused Review Herff, Christian; Schultz, Tanja. - : Frontiers Media S.A., 2016 BASE Show details 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 BASE Show details 6 Automatic speech recognition for under-resourced languages: A survey Besacier, Laurent; Barnard, Etienne; Karpov, Alexey... In: Speech communication. - Amsterdam [u.a.] : Elsevier 56 (2014), 85-100 OLC Linguistik Show details 7 Web-based tools and methods for rapid pronunciation dictionary creation Schlippe, Tim; Ochs, Sebastian; Schultz, Tanja In: Speech communication. - Amsterdam [u.a.] : Elsevier 56 (2014), 101-118 OLC Linguistik Show details 8 Introduction to the special issue on processing under-resourced languages Besacier, Laurent; Barnard, Etienne; Karpov, Alexey... In: Speech communication. - Amsterdam [u.a.] : Elsevier 56 (2014), 83-84 OLC Linguistik Show details 9 Multilingual Deep Neural Network based Acoustic Modeling For Rapid Language Adaptation Vu, Ngoc Thang; Imseng, David; Povey, Daniel... In: http://infoscience.epfl.ch/record/198446 (2014) BASE Show details 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 BASE Show details 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 BASE Show details 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 BASE Show details 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 BASE Show details 14 Multilingual Bottle-Neck Features and its Application for Under-Resourced Languages ... Vu, Ngoc Thang; Metze, Florian; Schultz, Tanja. - : Carnegie Mellon University, 2012 BASE Show details 15 Multilingual Bottle-Neck Features and its Application for Under-Resourced Languages ... Vu, Ngoc Thang; Metze, Florian; Schultz, Tanja. - : Carnegie Mellon University, 2012 BASE Show details 16 Modeling Coarticulation in EMG-based Continuous Speech Recognition Wand, Michael; Schultz, Tanja In: Speech Communication, 52 (4), 341-353 ; ISSN: 0167-6393 (2012) BASE Show details 17 Analysis of Dialectal Influence in Pan-Arabic ASR ... Udhyakumar Nallasamy; Garbus, Michael; Metze, Florian. - : Carnegie Mellon University, 2011 BASE Show details 18 Analysis of Dialectal Influence in Pan-Arabic ASR ... Udhyakumar Nallasamy; Garbus, Michael; Metze, Florian. - : Carnegie Mellon University, 2011 BASE Show details 19 Modeling coarticulation in EMG-based continuous speech recognition Schultz, Tanja; Wand, Michael In: Speech communication. - Amsterdam [u.a.] : Elsevier 52 (2010) 4, 341-353 BLLDB OLC Linguistik Show details 20 Silent speech interfaces Hueber, Thomas; Honda, Kiyoshi; Schultz, Tanja... In: Speech communication. - Amsterdam [u.a.] : Elsevier 52 (2010) 4, 270-287 BLLDB OLC Linguistik Show details Page: 1 2 3 4 5

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