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Evaluation of a speech recognition system Pocketsphinx
Umeå University, Faculty of Science and Technology, Department of Computing Science.
2015 (English)Independent thesis Basic level (degree of Bachelor), 10 credits / 15 HE creditsStudent thesis
Abstract [en]

Speech recognition is the process of translating an audio signal into text using a computer program. The technique is today widely used in a large variety of areas. Pocketsphinx which is an open source speech recognition system is one of the more promising systems on the market today. It is designed to be effective and to be able to translate speech in real-time on low performance platforms. In this thesis Pocketsphinx is measured with respect to word error rate and translation time using data recorded by two Swedish speakers. A proof of concept was made using Pocketsphinx to control a robot by voice. The system was compared to the similar speech recognition system Google speech with respect to word error rate and translation time. The resulting data from measurements suggests that Google speech has a considerably better accuracy on long grammatically correct sentences, while Pocketsphinx is a less demanding and faster system. The word error rate and translation time of Pocketsphinx is more affected by noise than that of Google speech. The accuracy and recognition speed of Pocketsphinx showed huge improvements when stripping down the dictionary, thus it is more suited for controlling a robot with a limited number of commands in real-time.

Place, publisher, year, edition, pages
2015. , 33 p.
Series
UMNAD, 1023
National Category
Natural Sciences
Identifiers
URN: urn:nbn:se:umu:diva-108293OAI: oai:DiVA.org:umu-108293DiVA: diva2:852179
Educational program
Bachelor of Science Programme in Computing Science
Supervisors
Examiners
Available from: 2015-09-08 Created: 2015-09-08 Last updated: 2015-09-08Bibliographically approved

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CiteExportLink to record
Permanent link

Direct link
Cite
Citation style
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Other style
More styles
Language
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Other locale
More languages
Output format
  • html
  • text
  • asciidoc
  • rtf