Literature DB >> 27610047

Barista: A Framework for Concurrent Speech Processing by USC-SAIL.

Doğan Can1, James Gibson1, Colin Vaz1, Panayiotis G Georgiou1, Shrikanth S Narayanan1.   

Abstract

We present Barista, an open-source framework for concurrent speech processing based on the Kaldi speech recognition toolkit and the libcppa actor library. With Barista, we aim to provide an easy-to-use, extensible framework for constructing highly customizable concurrent (and/or distributed) networks for a variety of speech processing tasks. Each Barista network specifies a flow of data between simple actors, concurrent entities communicating by message passing, modeled after Kaldi tools. Leveraging the fast and reliable concurrency and distribution mechanisms provided by libcppa, Barista lets demanding speech processing tasks, such as real-time speech recognizers and complex training workflows, to be scheduled and executed on parallel (and/or distributed) hardware. Barista is released under the Apache License v2.0.

Entities:  

Keywords:  C++; actor model; concurrency and distribution; open source; real-time speech recognition

Year:  2014        PMID: 27610047      PMCID: PMC5012110          DOI: 10.1109/ICASSP.2014.6854212

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


  3 in total

Review 1.  Computational Analysis and Simulation of Empathic Behaviors: a Survey of Empathy Modeling with Behavioral Signal Processing Framework.

Authors:  Bo Xiao; Zac E Imel; Panayiotis Georgiou; David C Atkins; Shrikanth S Narayanan
Journal:  Curr Psychiatry Rep       Date:  2016-05       Impact factor: 5.285

2.  "It's hard to argue with a computer:" Investigating Psychotherapists' Attitudes towards Automated Evaluation.

Authors:  Tad Hirsch; Christina Soma; Kritzia Merced; Patty Kuo; Aaron Dembe; Derek D Caperton; David C Atkins; Zac E Imel
Journal:  DIS (Des Interact Syst Conf)       Date:  2018-06

3.  "Rate My Therapist": Automated Detection of Empathy in Drug and Alcohol Counseling via Speech and Language Processing.

Authors:  Bo Xiao; Zac E Imel; Panayiotis G Georgiou; David C Atkins; Shrikanth S Narayanan
Journal:  PLoS One       Date:  2015-12-02       Impact factor: 3.240

  3 in total

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