Title :
Real time speaker recognition from Internet radio
Author :
Weychan, Radoslaw ; Marciniak, Tomasz ; Stankiewicz, Agnieszka ; Dabrowski, Adam
Author_Institution :
Div. of Signal Process. & Electron. Syst., Poznan Univ. of Technol., Poznan, Poland
Abstract :
The paper presents an analysis of speaker activity in online recordings from the Internet radio. The proposed system has been developed in the Matlab environment. Our research is based on four 1-hour length public debates acquired from the Internet radio. 7-8 speakers (including one presenter) participated in the recordings. The speaker recognition was performed on short utterances to facilitate real time processing. The time of speech for each speaker has been calculated with the use of the Gaussian mixture model (GMM) algorithm. An influence of MPEG layer 3 compression algorithm on mel frequency cepstral coefficients (MFCC´s) has been described. An analysis of the neighborhood of the speaker models have been done with the use of the ISOMAP algorithm.
Keywords :
Gaussian processes; Internet; mixture models; speaker recognition; speech processing; Gaussian mixture model algorithm; ISOMAP algorithm; Internet radio; MPEG layer 3 compression algorithm; Matlab; mel frequency cepstral coefficients; online recordings; public debates; speaker recognition; time 1 hour; Computational modeling; Europe; ISO standards; Irrigation; Transform coding; GMM; ISOMAP; Internet radio; Speaker recognition;
Conference_Titel :
Signal Processing: Algorithms, Architectures, Arrangements, and Applications (SPA), 2014
Print_ISBN :
978-8-3620-6518-9