Title :
Binaural Speaker Recognition for humanoid robots
Author :
Breteau, Bastien ; Argentieri, Sylvain ; Zarader, Jean-Luc ; Wang, ZeFeng ; Youssef, Karim
Author_Institution :
Inst. des Syst. Intelligents et de Robot., Univ. Pierre et Marie Curie - Paris 6, Paris, France
Abstract :
This paper deals with Automatic Speaker Recognition in a binaural context. Such a problematic, not so widely dealt with within the speech processing community, can have potential applications in humanoid robots where speech can be used as the most natural interface between humans and robots. The proposed recognition system is based on parallel Predictive Neural Networks exploiting MFCCs (Mel Frequency Cepstral Coefficients) to discriminate multiple talkers. Because of the binaural nature of the system, the sensitivity of the proposed algorithm to the speaker spatial position during the learning step is carefully studied. The influence of noise and reverberation on the recognition rate is also reviewed. Finally, preliminary experimental results based on the recorded signals from a binaural dummy head are presented.
Keywords :
human-robot interaction; humanoid robots; neural nets; speaker recognition; speech processing; Mel frequency cepstral coefficients; automatic speaker recognition; binaural speaker recognition; human-robotic interaction; humanoid robots; learning; multiple talkers; natural interface; parallel Predictive Neural Networks; reverberation; speaker spatial position; speech processing community; Databases; Feature extraction; Mel frequency cepstral coefficient; Noise; Speaker recognition; Speech; Speech recognition;
Conference_Titel :
Robotics and Biomimetics (ROBIO), 2010 IEEE International Conference on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4244-9319-7
DOI :
10.1109/ROBIO.2010.5723535