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
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