DocumentCode :
1360508
Title :
Autoregressive Models of Amplitude Modulations in Audio Compression
Author :
Ganapathy, Sriram ; Motlicek, Petr ; Hermansky, Hynek
Author_Institution :
Electr. & Comput. Eng. Dept., Johns Hopkins Univ., Baltimore, MD, USA
Volume :
18
Issue :
6
fYear :
2010
Firstpage :
1624
Lastpage :
1631
Abstract :
We present a scalable medium bit-rate wide-band audio coding technique based on frequency-domain linear prediction (FDLP). FDLP is an efficient method for representing the long-term amplitude modulations of speech/audio signals using autoregressive models. For the proposed audio codec, relatively long temporal segments (1000 ms) of the input audio signal are decomposed into a set of critically sampled sub-bands using a quadrature mirror filter (QMF) bank. The technique of FDLP is applied on each sub-band to model the sub-band temporal envelopes. The residual of the linear prediction, which represents the frequency modulations in the sub-band signal, are encoded and transmitted along with the envelope parameters. These steps are reversed at the decoder to reconstruct the signal. The proposed codec utilizes a simple signal independent nonadaptive compression mechanism for a wide class of speech and audio signals. The subjective and objective quality evaluations show that the reconstruction signal quality for the proposed FDLP codec compares well with the state-of-the-art audio codecs in the 32-64 kbps range.
Keywords :
amplitude modulation; audio coding; autoregressive processes; channel bank filters; data compression; frequency modulation; frequency-domain analysis; signal reconstruction; amplitude modulations; audio codec; audio compression; autoregressive models; bit rate 32 kbit/s to 64 kbit/s; decoder; frequency modulations; frequency-domain linear prediction; objective quality evaluations; quadrature mirror filter bank; scalable medium bit-rate wide-band audio coding technique; signal independent nonadaptive compression mechanism; signal quality reconstruction; speech-audio signal decomposition; subband signal; subband temporal envelope modelling; subjective quality evaluations; frequency-domain linear prediction (FDLP); modulation spectrum; objective and subjective evaluation of audio quality; speech and audio coding;
fLanguage :
English
Journal_Title :
Audio, Speech, and Language Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1558-7916
Type :
jour
DOI :
10.1109/TASL.2009.2038813
Filename :
5356226
Link To Document :
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