Real-time Informatized caption enhancement based on speaker pronunciation time databaseopen access
- Authors
- Choi, Yong-Sik; Kang, Jin-Gu; Joo, 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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- Appears in
Collections - College of Advanced Convergence Engineering > Department of Computer Science and Artificial Intelligence > 1. Journal Articles

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