Title :
Trajectory and surface modeling of LSF for low rate speech coding
Author :
Deepak, M. ; Rao, Preeti
Author_Institution :
Dept. of Electr. Eng., Indian Inst. of Technol., Mumbai, India
Abstract :
In low rate speech coders, frame-based speech spectral parameters, represented by line spectral frequencies (LSF), are typically encoded by vector quantization without exploiting explicitly the temporal correlation between frames. Recently, however, methods have been proposed that model the temporal trajectory of each LSF over a speech segment by a low-order polynomial function. In the present work, we propose a method that exploits the joint spectro-temporal correlation across a speech segment. The LSF values are treated as points on a smooth surface obtained by fitting a low-order bivariate polynomial function of the variables, frame index and LSF index. The issues that arise in incorporating such joint modeling in a low bit rate coder are identified, and some comparative results of performance are presented.
Keywords :
correlation methods; polynomials; spectral analysis; speech coding; vector quantisation; frame-based speech spectral parameters; joint modeling; joint spectro-temporal correlation; line spectral frequency; low bit rate coder; low rate speech coding; low-order bivariate polynomial function; low-order polynomial function; surface modeling; vector quantization; Bit rate; Code standards; Encoding; Frequency; Polynomials; Quantization; Speech coding; Speech enhancement; Surface fitting; Surface reconstruction;
Conference_Titel :
Communications (NCC), 2010 National Conference on
Conference_Location :
Chennai
Print_ISBN :
978-1-4244-6383-1
DOI :
10.1109/NCC.2010.5430192