Title :
Hands-free speech recognition challenge for real-world speech dialogue systems
Author :
Saruwatari, Hiroshi ; Kawanami, Hiromichi ; Takeuchi, Shota ; Takahashi, Yu. ; Cincarek, Tobias ; Shikano, Kiyohiro
Author_Institution :
Nara Inst. of Sci. & Technol., Ikoma
Abstract :
In this paper, we describe and review our recent development of hands-free speech dialogue system which is used for railway station guidance. In the application at the real railway station, robustness against reverberation and noise is the most essential issue for the dialogue system. To address the problem, we introduce two key techniques in our proposed hands-free system; (a) speech dialogue system construction with real speech database collection and language/acoustic model improvement, and (b) microphone array preprocessing using blind spatial subtraction array which can solve the reverberation-naiveness problem inherent in conventional microphone arrays. The experimental assessment of the proposed dialogue system reveals that our system can provide the recognition accuracy of more than 80% under realistic railway-station conditions.
Keywords :
acoustic signal processing; array signal processing; audio databases; interactive systems; microphone arrays; railways; signal denoising; speech recognition; speech-based user interfaces; blind spatial subtraction array; hands-free speech recognition; language-acoustic model improvement; microphone array preprocessing; railway station guidance; reverberation-naiveness problem; speech database; speech dialogue system; Acoustic arrays; Acoustic noise; Microphone arrays; Natural languages; Noise robustness; Rail transportation; Reverberation; Spatial databases; Speech enhancement; Speech recognition; Speech dialogue; hands-free; microphone array; real environment; reverberation robustness;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2009. ICASSP 2009. IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-2353-8
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2009.4960437