Title :
The second ‘chime’ speech separation and recognition challenge: Datasets, tasks and baselines
Author :
Vincent, Emmanuel ; Barker, J. ; Watanabe, Shigetaka ; Le Roux, Jonathan ; Nesta, Francesco ; Matassoni, Marco
Author_Institution :
Inria, Nancy, France
Abstract :
Distant-microphone automatic speech recognition (ASR) remains a challenging goal in everyday environments involving multiple background sources and reverberation. This paper is intended to be a reference on the 2nd `CHiME´ Challenge, an initiative designed to analyze and evaluate the performance of ASR systems in a real-world domestic environment. Two separate tracks have been proposed: a small-vocabulary task with small speaker movements and a medium-vocabulary task without speaker movements. We discuss the rationale for the challenge and provide a detailed description of the datasets, tasks and baseline performance results for each track.
Keywords :
microphones; reverberation; source separation; speaker recognition; vocabulary; ASR systems; background sources; distant-microphone automatic speech recognition; medium-vocabulary task; real-world domestic environment; reverberation; second CHiME speech separation; small-vocabulary task; speaker movements; Hidden Markov models; Noise; Noise measurement; Speech; Speech recognition; Training; Vocabulary; ‘CHiME’ Challenge; Noise-robust ASR;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/ICASSP.2013.6637622