• DocumentCode
    2014789
  • Title

    Browsing, indexing and automatic transcription of lectures for distance learning

  • Author

    Cerva, Petr ; Silovsky, Jan ; Zdansky, Jindrich ; Smola, Ondrej ; Blavka, Karel ; Palecek, Karel ; Nouza, Jan ; Malek, Jiri

  • Author_Institution
    Fac. of Mechatron., Tech. Univ. of Liberec, Liberec, Czech Republic
  • fYear
    2012
  • fDate
    17-19 Sept. 2012
  • Firstpage
    198
  • Lastpage
    202
  • Abstract
    This paper presents a complex system developed to improve the quality of distance learning by allowing people to browse the content of various (academic) lectures. The system consists of several main modules. The first automatic speech recognition (ASR) module is designed to cope with inflective Czech language and provides time-aligned transcriptions of input audio-visual recordings of lectures. These transcriptions are generated off-line in two recognition passes using speaker adaptation methods and language models mixed from various text sources including transcriptions of broadcast programs, spontaneous telephone talks, web discussions, thesis, etc. Lecture recordings and their transcriptions are then indexed and stored in the database. The next module, client-server web lecture browser, allows to browse or play the indexed content and search in it.
  • Keywords
    client-server systems; distance learning; indexing; natural language processing; online front-ends; speech recognition; text analysis; ASR module; Web discussions; academic lectures; automatic lecture transcription; automatic speech recognition module; broadcast programs; client-server Web lecture browser; complex system; distance learning; inflective Czech language; input audio-visual recordings; language models; lecture browsing; lecture indexing; lecture recordings; speaker adaptation methods; spontaneous telephone talks; text sources; thesis; time-aligned transcriptions; Acoustics; Adaptation models; Biological system modeling; Hidden Markov models; Servers; Speech; Training;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia Signal Processing (MMSP), 2012 IEEE 14th International Workshop on
  • Conference_Location
    Banff, AB
  • Print_ISBN
    978-1-4673-4570-5
  • Electronic_ISBN
    978-1-4673-4571-2
  • Type

    conf

  • DOI
    10.1109/MMSP.2012.6343440
  • Filename
    6343440