Title :
Recursive LPC spectrum coding-a classified VQ approach
Author :
Norden, F. ; Samuelsson, Jonas ; Hedelin, P.
Author_Institution :
Inf. Theory Lab., Chalmers Univ. of Technol., Goteborg, Sweden
Abstract :
We propose a recursive coding scheme for spectral parameters. The coder utilizes a Gaussian mixture model describing the PDF of pairs of source vectors. From this model we can, at each coding instant, calculate a conditional PDF for the vector to be coded given the previously quantized vector. Knowing this conditional PDF, we can use high rate theory to design an optimal codebook. To reduce complexity we employ a classified vector quantizer structure. The mixture components with highest probability around the incoming vector are detected and the corresponding codebooks are searched. A pair of indices, representing the chosen component and codevector, is transmitted. Experiments show a small degradation in performance due to the imposed structural constraint. When compared with a standard predictive vector quantization (PVQ), slightly superior performance, both objectively and subjectively, is observed. Further, close to transparent spectral coding is achieved at 16 bits per frame when employed in a sinusoidal vocoder
Keywords :
Gaussian distribution; computational complexity; linear predictive coding; source coding; spectral analysis; speech coding; vector quantisation; vocoders; Gaussian mixture model; LPC spectrum coding; classified VQ approach; classified vector quantizer structure; codevector; complexity reduction; conditional PDF; high rate theory; optimal codebook; predictive vector quantization; probability; recursive coding scheme; sinusoidal vocoder; source vectors; spectral parameters; speech coding; structural constraint; transparent spectral coding; Decoding; Degradation; Gaussian processes; Information theory; Linear predictive coding; Spectral analysis; Speech coding; Stochastic processes; Vector quantization; Vocoders;
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.2000.861888