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Real-time Informatized caption enhancement based on speaker pronunciation time databaseopen access

Authors
Choi, Yong-SikKang, Jin-GuJoo, Jong Wha J.Jung, Jin-Woo
Issue Date
Dec-2020
Publisher
SPRINGER
Keywords
Informatized caption; Speaker pronunciation time; IBM Watson API; Speech to text translation
Citation
MULTIMEDIA TOOLS AND APPLICATIONS, v.79, no.47-48, pp 35667 - 35688
Pages
22
Indexed
SCIE
SCOPUS
Journal Title
MULTIMEDIA TOOLS AND APPLICATIONS
Volume
79
Number
47-48
Start Page
35667
End Page
35688
URI
https://scholarworks.dongguk.edu/handle/sw.dongguk/20869
DOI
10.1007/s11042-020-09590-2
ISSN
1380-7501
1573-7721
Abstract
IBM Watson is one of the representative tools for speech recognition system which can automatically generate not only speech-to-text information but also speaker ID and timing information, which is called as Informatized Caption. However, if there is some noise in the voice signal to the IBM Watson API, the recognition performance is significantly decreased. It can be easily found in movies with background music and special sound effects. This paper aims to improve the inaccuracy problem of current Informatized Captions in noisy environments. In this paper, a method of modifying incorrectly recognized words and a method of enhancing timing accuracy while updating database in real time are suggested based on the original caption and Informatized Caption information. Experimental results shows that the proposed method can give 81.09% timing accuracy for the case of 10 representative animation, horror and action movies.
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