Title :
Enhanced voice user interface employing spatial filtration of signals from acoustic vector sensor
Author :
Lopatka, Kuba ; Kotus, Jozef ; Bratoszewski, Piotr ; Spaleniak, Pawel ; Szykulski, Marcin ; Czyzewski, Andrzej
Author_Institution :
Multimedia Syst. Dept., Gdansk Univ. of Technol., Gdansk, Poland
Abstract :
Spatial filtration of sound is introduced to enhance speech recognition accuracy in noisy conditions. An acoustic vector sensor (AVS) is employed. The signals from the AVS probe are processed in order to attenuate the surrounding noise. As a result the signal to noise ratio is increased. An experiment is featured in which speech signals are disturbed by babble noise. The signals before and after spatial filtration are processed by an automatic speech recognition (ASR) engine. It is shown that employing spatial filtration of signals from the AVS probe leads to a significant reduction in word error rate (WER) for a dictionary of 184 words.
Keywords :
acoustic signal processing; speech recognition; speech-based user interfaces; ASR engine; AVS; WER; acoustic vector sensor; automatic speech recognition engine; babble noise; signal to noise ratio; spatial filtration; speech recognition accuracy; voice user interface; word error rate; Acoustics; Arrays; Microphones; Signal to noise ratio; Speech; Speech recognition; Acoustic Vector Sensor; Audio-Visual Speech Recognition; spatial filtration;
Conference_Titel :
Human System Interactions (HSI), 2015 8th International Conference on
Conference_Location :
Warsaw
DOI :
10.1109/HSI.2015.7170647