DocumentCode
3251354
Title
Impact of microphone on computer applications with voice input modality
Author
Kucharova, Michaela ; Nouza, Jan ; Cerva, Petr
Author_Institution
Inst. of Inf. Technol. & Electron., Tech. Univ. of Liberec, Liberec, Czech Republic
fYear
2013
fDate
2-4 July 2013
Firstpage
469
Lastpage
473
Abstract
In the paper we investigate the impact of different microphones on computer applications that employ voice input, like applications and tools developed for motor-handicapped persons. In order to make their comparison objective, test utterances were recorded always via a pair of microphones, a reference one and a test one. Using this setup, sixty half-minute-long recordings were acquired from 6 persons and via 6 different microphones. These were used in speech recognition tests that revealed quite large and surprisingly inconsistent impact of the microphones. To compensate the variability between them we examined several techniques for channel and speaker adaptation. With the best one (known as Constricted Maximum Likelihood Linear Regression) we achieved an average absolute improvement of 2.7 % in a voice dictation task.
Keywords
audio recording; microphones; speech recognition; channel adaptation; computer application; microphone impact; motor-handicapped person; speaker adaptation; speech recognition test; voice dictation task; voice input modality; Adaptation models; Data models; Engines; Microphones; Speech; Speech recognition; Vectors; Speech recognition; microphone impact; speaker/channel adaptation;
fLanguage
English
Publisher
ieee
Conference_Titel
Telecommunications and Signal Processing (TSP), 2013 36th International Conference on
Conference_Location
Rome
Print_ISBN
978-1-4799-0402-0
Type
conf
DOI
10.1109/TSP.2013.6613976
Filename
6613976
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