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
Link To Document