• DocumentCode
    1694472
  • Title

    Improving ASR by integrating lecture audio and slides

  • Author

    Miranda, Joao ; Neto, Joao Paulo ; Black, Alan W.

  • Author_Institution
    INESC-ID / Inst. Super. Tecnico, Lisbon, Portugal
  • fYear
    2013
  • Firstpage
    8131
  • Lastpage
    8135
  • Abstract
    We propose a method to combine audio of a lecture with its supporting slides in order to improve automatic speech recognition performance. We view both the lecture speech and the slides as parallel streams which contain redundant information. We integrate both streams in order to bias the recognizer´s language model towards the words in the slides, by first aligning the speech with the slide words, thus correcting errors on the ASR transcripts. We obtain a 5.9% relative WER improvement on a lecture test set, when compared to a speech recognition only system.
  • Keywords
    speech recognition; ASR transcript; automatic speech recognition; integrating lecture audio; language model; lecture speech; lecture test set; parallel stream slide; relative WER improvement; Computational modeling; Computer science; Data models; Lattices; Multimedia communication; Speech; Speech recognition; Lecture; Slides; Speech Recognition; System Combination;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
  • Conference_Location
    Vancouver, BC
  • ISSN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2013.6639249
  • Filename
    6639249