Title :
An improvement to multiple description transform coding
Author :
Wang, Yao ; Reibman, Amy R. ; Orchard, Michael T. ; Jafarkhani, Hamid
Author_Institution :
Polytech. Univ. Brooklyn, NY, USA
fDate :
11/1/2002 12:00:00 AM
Abstract :
A multiple description transform coding (MDTC) method has been reported previously. The redundancy rate distortion (RRD) performance of this coding scheme for the independent and identically distributed (i.i.d.) two-dimensional (2-D) Gaussian source has been analyzed using mean squared error (MSE) as the distortion measure. At the small redundancy region, the MDTC scheme can achieve excellent RRD performance because a small increase in redundancy can reduce the single description distortion at a rate faster than exponential, but the performance of MDTC becomes increasingly poor at larger redundancies. This paper describes a generalization of the MDTC (GMDTC) scheme, which introduces redundancy both by transform and through correcting the error resulting from a single description. Its RRD performance is closer to the theoretical bound in the entire range of redundancy. Analysis both for a single pair of variables and for multiple variables is presented.
Keywords :
data compression; mean square error methods; rate distortion theory; source coding; transform coding; MSE; distortion measure; error correction; i.i.d. 2D Gaussian source; identically distributed source; mean squared error; multiple description transform coding; redundancy rate distortion; source coding; two-dimensional Gaussian source; Bit rate; Decoding; Distortion measurement; Error correction; Performance analysis; Rate distortion theory; Rate-distortion; Redundancy; Transform coding; Two dimensional displays;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2002.804062