Title :
COdec Recognition From Decoded Audio
Author :
Draghicescu, Dragos ; Pop, G. ; Burileanu, C.
Author_Institution :
Speech & Dialogue (SpeeD) Lab., Univ. “Politeh.” of Bucharest, Bucharest, Romania
Abstract :
Identifying or verifying the coding of an audio recording in uncompressed format may be useful in many fields, from audio authenticity assessment, in forensic science, to optimizing the use of biometric speaker recognition systems, when the test samples are collected remotely. In this paper, a channel recognition algorithm is presented for use with uncompressed audio, in the absence of noise. We considered the learning capabilities of Gaussian mixture models (GMM) and noticed the slightest variations induced by the transmission channel into the speech signal can be used to make channel recognition decisions. To the best of our knowledge, this is the first holistic approach of detecting adaptive multi-rate (AMR), wide band AMR (AMRWB) and G.729 codecs in an uncompressed audio, although these are some of the most used codecs in global systems for mobile telephony (GSM) and voice over Internet protocol (VoIP).
Keywords :
Gaussian processes; Internet telephony; adaptive codes; audio coding; audio recording; cellular radio; codecs; forensic science; learning (artificial intelligence); mixture models; speaker recognition; speech coding; AMR detection; AMR-WB; G.729 codecs; GMM; GSM; Gaussian mixture model; VoIP; adaptive multirate; audio authenticity assessment; audio decoding; audio recording; biometric speaker recognition system; channel recognition algorithm; channel recognition decision making; codec recognition; forensic science; global systems for mobile telephony; learning capability; speech signal processing; transmission channel; uncompressed audio format; voice over Internet protocol; wide band AMR; Codecs; Feature extraction; Forensics; Speech; Speech coding; Speech recognition; AMR; AMRWB; G.729; GMM-UBM; audio authenticity; channel recognition; codec detection;
Conference_Titel :
Communications (COMM), 2014 10th International Conference on
Conference_Location :
Bucharest
DOI :
10.1109/ICComm.2014.6866684