Title :
Speaker recognition in two-speaker data: recent results from Dragon Systems
Author :
Weber, Frederick ; Peskin, Barbara ; Newman, Michael ; Gillick, Larry
Author_Institution :
Dragon Syst. Inc., Newton, MA, USA
Abstract :
NIST has introduced two-speaker tasks in its Speaker Recognition evaluation scheme. We discuss Dragon Systems´ explorations of these tasks using a GMM-based speaker ID system. We present baseline results submitted for the NIST two-speaker evaluation in April 1999. We also report on some “cheating” experiments and investigations of alternative segmentation and channel normalization techniques, which illuminate some challenges specific to the two-speaker environment
Keywords :
Gaussian processes; speaker recognition; Dragon Systems; GMM-based speaker ID system; NIST two-speaker evaluation; Speaker Recognition evaluation scheme; channel normalization; cheating experiments; segmentation; speaker recognition; two-speaker data; two-speaker tasks; Cepstral analysis; NIST; Performance evaluation; Speaker recognition; Speech recognition; System testing; Target tracking; Telephony; Training data; Vocabulary;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
0-7803-6293-4
DOI :
10.1109/ICASSP.2000.859182